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Empezando
Obtener software
Juego de azar
Desarrollo de juegos
Configurar un espacio de trabajo de macOS
Configurar un espacio de trabajo de Windows 10
Uso de Android y aplicaciones de Android en Linux
Edición profesional de audio/vídeo
Kubernetes
Aprendizaje automático
Robótica
Seguridad de código abierto
Privacidad diferencial
Desarrollo nativo en la nube
Desarrollo DevOps
Desarrollo de aleteo
Redes
Bases de datos
Extensiones de GNOME
Temas avanzados
Pop!_OS es un sistema operativo (basado en Ubuntu) para STEM y profesionales creativos que utilizan su computadora como herramienta para descubrir y crear desarrollado por System76.
Pop!_OS COSMIC (Componentes de interfaz principal del sistema operativo de la computadora) es un entorno de escritorio personalizado desarrollado por System76. Esto hace que navegar por el flujo de trabajo de su escritorio a través del mouse, el teclado y/o el trackpad sea mucho más simple y eficiente.
PipeWire es una API de servidor y espacio de usuario para gestionar canalizaciones multimedia. Proporciona un motor de procesamiento basado en gráficos de baja latencia además de dispositivos de audio y video que se puede usar para admitir los casos de uso que actualmente manejan pulseaudio y JACK. PipeWire fue diseñado con un poderoso modelo de seguridad que facilita la interacción con dispositivos de audio y video desde aplicaciones en contenedores. Los nodos en el gráfico se pueden implementar como procesos separados, comunicándose con sockets e intercambiando contenido multimedia mediante el paso fd.
Diferencias entre Pop!_OS y Ubuntu
Soporte System76 (Haga una pregunta/envíe un ticket)
Portátiles System76
Computadoras System76
Pop!_OS GitHub
Pop!_OS Reddit
Popsicle es una utilidad de Linux para actualizar varios dispositivos USB en paralelo, escrita en Rust.
IU de paleta
Etcher es un software multiplataforma de código abierto que facilita la transferencia de imágenes del sistema operativo a una tarjeta microSD o dispositivo USB.
Interfaz de usuario de grabador
Iced es una biblioteca GUI multiplataforma para Rust centrada en la simplicidad y la seguridad de tipos. Inspirado en Elm. Cuenta con API simple, fácil de usar y con baterías incluidas. Modelo de programación reactiva y de tipo seguro. Soporte multiplataforma (Windows, macOS, Linux y la Web) Diseño responsivo. Widgets integrados (incluidas entradas de texto, elementos desplazables y más.)
Slint es un conjunto de herramientas de interfaz de usuario rápido y sencillo Beneficios Fluido Cree interfaces de usuario fluidas y fáciles de tocar Aplicaciones de escritorio y dispositivos integrados de destino multiplataforma API intuitiva en varios idiomas en su lenguaje de programación favorito (C++, Rust, JavaScript) Diseño rápido Itere rápidamente con Live -Misión previa.
Open the terminal and run:
sudo apt install gnome-tweak-tool //let ' s you customize your desktop layout.
Open the terminal and run:
sudo ufw enable //enables firewall
sudo ufw status //checks status of firewall
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Nota 1: Todo este software también está disponible en otras distribuciones populares de Linux como Debian, Linux Mint, elemental OS, Fedora, Manjaro Linux, EndeavourOS y Arch Linux.
Nota 2: Para los nuevos usuarios que no se sienten cómodos con el uso de la línea de comandos o que necesitan software que no está disponible en Pop!_Shop, consulte la sección Aplicaciones esenciales para comenzar. Además, si se desplaza hacia abajo, verá otras formas sencillas de obtener aplicaciones de software a través de Flathub, Snap Store y AppImages.
CrossOver Linux® es una capa de compatibilidad con Microsoft Windows (basada en WINE (Wine Is Not an Emulator)). La capa de compatibilidad CrossOver permite que miles de aplicaciones basadas en Windows se ejecuten en Linux, macOS o Chrome OS.
El editor de fotos en línea Adobe Lighroom es una versión web en línea de Adobe Photoshop Lightroom. Se requiere una cuenta de Adobe para iniciar sesión en la aplicación.
Adobe Spark (Web) es una aplicación que te permite crear fantásticos gráficos sociales, vídeos cortos y páginas web. Se requiere una cuenta de Adobe para iniciar sesión en la aplicación.
Photopea es un editor de imágenes en línea avanzado que admite formatos PSD, XCF, Sketch, XD y CDR. (Adobe Photoshop, GIMP, Aplicación Sketch, Adobe XD, CorelDRAW).
Master PDF Editor es una aplicación sencilla y fácil de usar para trabajar con documentos PDF equipada con una potente funcionalidad multipropósito. Con Master PDF Editor puedes ver, crear y modificar fácilmente documentos PDF.
VMware Workstation Player es una utilidad ideal para ejecutar una única máquina virtual en una PC con Windows o Linux. Las organizaciones utilizan Workstation Player para ofrecer escritorios corporativos administrados, mientras que los estudiantes y educadores lo utilizan para aprender y capacitarse.
VMware Workstation Pro es el estándar de la industria para ejecutar múltiples sistemas operativos como máquinas virtuales (VM) en una sola PC con Linux o Windows. Los profesionales de TI, los desarrolladores y las empresas que crean, prueban o realizan demostraciones de software para cualquier dispositivo, plataforma o nube confían en Workstation Pro.
WinApps para Linux es un programa que ejecuta aplicaciones de Windows como Microsoft Office y Adobe en Linux (Ubuntu/Fedora) y GNOME/KDE como si fueran parte del sistema operativo nativo, incluida la integración de Nautilus para hacer clic derecho en archivos de tipos mime específicos. para abrirlos.
El editor de video DaVinci Resolve es una solución completa de edición de video que combina edición profesional de 8K, corrección de color, efectos visuales y postproducción de audio, todo en una sola herramienta de software.
Reaper Audio editor es una completa aplicación de producción de audio digital para computadoras, que ofrece un conjunto completo de herramientas de grabación, edición, procesamiento, mezcla y masterización de audio y MIDI multipista.
MATLAB Online permite a los usuarios utilizar MATLAB y Simulink a través de un navegador web como Google Chrome.
Timeshift para Linux es una aplicación que proporciona una funcionalidad similar a la función Restaurar sistema en Windows y la herramienta Time Machine en Mac OS. Timeshift protege su sistema tomando instantáneas incrementales del sistema de archivos a intervalos regulares. Estas instantáneas se pueden restaurar en una fecha posterior para deshacer todos los cambios en el sistema.
Stacer es un optimizador de sistemas y monitor de aplicaciones de código abierto que ayuda a los usuarios a administrar todo su sistema. También disponible como AppImage.
Nativefier es una herramienta de línea de comandos para crear fácilmente una aplicación de escritorio para cualquier sitio web con una configuración mínima. Las aplicaciones están empaquetadas por Electron (que usa Chromium bajo el capó) en un ejecutable del sistema operativo (.app, .exe, etc.) para usar en Windows, macOS y Linux.
App Outlet es una tienda de aplicaciones universal (Flatpaks, Snaps y AppImages) inspirada en el servicio en línea Linux App Store.
FlatHub es un servicio de creación y distribución de aplicaciones Flatpak.
Foro FlatHub
Instalación de complemento en Pop!_OS
Snap Store es un servicio de creación y distribución de aplicaciones Snap.
Foro de Snapcraft
AppImageHub es un servicio de creación y distribución de aplicaciones AppImage.
AppImage Manager es un administrador de paquetes para AppImages.
Foro de AppImage
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Mando inalámbrico Xbox + cable USB-C®
Controlador Xbox
Mando inalámbrico PlayStation 5 DualSense™
Nota: asegúrese de utilizar Bottles para ejecutar este firmware.
Controlador PS5 DualSense™
Controlador Nintendo Switch Pro
Controlador Nintendo Switch Pro
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OBS (Open Broadcaster Software) es un software gratuito y de código abierto para grabación de vídeo y transmisión en vivo. Transmita a Twitch, YouTube y muchos otros proveedores o grabe sus propios videos con codificación H264/AAC de alta calidad. OBS Studio agregó soporte nativo para PipeWire y Wayland en la versión 27 .
Instalación de OBS Studio en Ubuntu:
sudo add-apt-repository ppa:obsproject/obs-studio
sudo apt update
sudo apt install ffmpeg obs-studio
O
Estudio OBS
OBS PipeWire Audio Capture es un complemento que agrega 3 fuentes para que OBS Studio capture salidas, entradas y aplicaciones de audio utilizando PipeWire.
OBS Scale To Sound es un complemento para OBS Studio que agrega un filtro que crea una escala de fuente basada en los niveles de audio de cualquier fuente de audio que elija.
OBS Studio Fully-loaded es un script para sistemas basados en Ubuntu/Debian que instala OBS Studio junto con funciones y complementos adicionales precargados. Este proyecto es desarrollado y mantenido por Martin Wimpress.
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Steam Flatpak disponible en FlatHub.
Steam Remote Play Together es un servicio de Steam que te permite compartir tus juegos multijugador locales de Steam con amigos a través de Internet, de forma gratuita. Al usar Remote Play Together, un jugador es propietario y ejecuta el juego, luego pueden unirse hasta cuatro jugadores.
Proton es una herramienta para usar con el cliente Steam que permite ejecutar juegos exclusivos de Windows en el sistema operativo Linux. Utiliza Wine para facilitar esto.
ProtonUp-Qt es una herramienta para instalar y administrar Proton-GE y Luxtorpeda para Steam y Wine-GE para Lutris con esta interfaz gráfica de usuario. Basado en ProtonUp de AUNaseef, elaborado con Python 3 y Qt 6.
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ProtonDB es una colección de más de 100.000 informes de juegos de otros jugadores mientras prueban juegos con Proton en Linux y proporcionan puntuaciones agregadas sobre el rendimiento de los juegos. Un grupo cada vez mayor de sugerencias proporciona ajustes que puedes probar para que los juegos funcionen mientras Proton continúa su desarrollo. Además de esto, puede explorar el catálogo de juegos de Steam en este sitio para explorar y descubrir una amplia gama de títulos que anteriormente no estaban disponibles para su uso en Linux.
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Lutris es un cliente de juegos para Linux. Te da acceso a todos tus videojuegos a excepción de la generación actual de consolas. Además, se integra muy bien con otras tiendas como GOG, Steam, Battle.net, Origin, Uplay y muchas otras fuentes que te permiten importar tu biblioteca de juegos existente y los scripts de instalación mantenidos por la comunidad te brindan una configuración completamente automatizada.
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Agregar tienda de juegos épicos
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Blizzard Battle.net es una plataforma de gestión de derechos digitales, distribución digital y juegos en línea basada en Internet desarrollada por Activision y Blizzard Entertainment. Battle.net es el lanzador de World of Warcraft, Diablo III, StarCraft II, Hearthstone, Heroes of the Storm, Overwatch y Call of Duty.
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EA Play es un servicio de videojuegos por suscripción de Electronic Arts para las plataformas Xbox One, Xbox Series X/S, PlayStation 4, PlayStation 5 y Microsoft Windows, que ofrece acceso a juegos seleccionados publicados por Electronic Arts junto con incentivos adicionales.
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Origin es una plataforma de juegos en línea, distribución digital y gestión de derechos digitales (DRM) desarrollada por Electronic Arts que permite a los usuarios comprar juegos en Internet para PC y plataformas móviles, y descargarlos con el cliente Origin (anteriormente EA Download Manager, EA Downloader). y Enlace EA).
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Ubisoft Connect es un servicio de distribución digital, gestión de derechos digitales, multijugador y comunicaciones creado por Ubisoft para brindar una experiencia similar a los logros/trofeos que ofrecen otras compañías de juegos.
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GOG GALAXY es un cliente totalmente opcional para instalar, jugar y actualizar tus juegos.
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GameHub es una biblioteca unificada para todos tus juegos. Le permite almacenar sus juegos de diferentes plataformas en un solo programa para que le resulte más fácil administrarlos.
GameHub admite:
juegos nativos para Linux
múltiples capas de compatibilidad:
múltiples plataformas de juego:
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Heroic es un iniciador de juegos de código abierto para Linux, Windows y macOS (para juegos nativos y de Windows que usan Crossover). Admite el lanzamiento de juegos desde Epic Games Store utilizando Legendary, una CLI alternativa al Epic Games Launcher. Flatpak para el lanzador de juegos heroicos
Epic Games Store es una tienda de videojuegos digitales para Microsoft Windows y macOS, operada por Epic Games.
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Geforce NOW es el servicio de juegos en la nube de NVIDIA.
Moonlight Game Streaming es un programa que te permite transmitir juegos desde tu PC a través de Internet sin necesidad de configuración. Transmite desde casi cualquier dispositivo, ya sea que estés en otra habitación o a kilómetros de tu equipo de juego.
Chiaki es un cliente de software gratuito y de código abierto para PlayStation 4 y PlayStation 5 Remote Play para Linux, FreeBSD, OpenBSD, Android, macOS, Windows, Nintendo Switch y potencialmente incluso más plataformas. Paquete plano Chiaki
Xbox Cloud Gaming es la tecnología de transmisión de juegos de Xbox basada en la nube de Microsoft (actualmente en Beta) . Juega juegos como Forza Horizon 4, Halo 5: Guardians, Gears of War 4, Sea of Thieves, Cuphead, Red Dead Redemption 2 y más de 100 juegos más en tu dispositivo móvil o navegador web Chrome . Xbox Cloud Gaming requiere una suscripción a Xbox Game Pass Ultimate.
Stadia es la plataforma de juegos de Google que te permite jugar instantáneamente tus videojuegos favoritos en las pantallas que ya posees. Juega en televisores con Chromecast con Google TV, portátiles, ordenadores de sobremesa, tabletas o teléfonos compatibles. Stadia Pro es una suscripción ($9,99 por mes) que desbloquea una colección cada vez mayor de juegos gratuitos para jugar en Stadia.
Parsec es una plataforma de transmisión de videojuegos, que ofrece una amplia variedad de juegos y géneros para elegir y proporciona una jugabilidad fluida y de alta calidad. SParsec está desarrollado para proporcionar un juego fluido y de alta calidad, al mismo tiempo que está libre de anuncios y compras dentro del juego.
Amazon Luna es el servicio de juegos en la nube de Amazon. Amazon Luna es compatible/soportado en una variedad de dispositivos y navegadores.
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EmulationStation Desktop Edition (ES-DE) es una aplicación frontend para explorar e iniciar juegos desde su colección de juegos multiplataforma. Está disponible para Unix/Linux, macOS (M1 e Intel) y Windows.
Pegasus es una interfaz gráfica personalizable y multiplataforma para iniciar emuladores y administrar su biblioteca de juegos (especialmente juegos retro) y ejecutarlos desde un solo lugar. Se centra en la personalización, el soporte multiplataforma (incluidos los dispositivos integrados) y el alto rendimiento.
RetroPie es una interfaz para emuladores que te permite convertir tu Raspberry Pi, ODroid C1/C2 o PC en una máquina de juegos retro. Se basa en Raspbian, EmulationStation, RetroArch y muchos otros proyectos para permitirle jugar sus juegos Arcade, consola doméstica y juegos clásicos de PC favoritos con la configuración mínima.
RetroArch es una interfaz para emuladores, motores de juegos y reproductores multimedia. Le permite ejecutar juegos clásicos en una amplia gama de computadoras y consolas a través de su elegante interfaz gráfica. Las configuraciones también están unificadas para que la configuración se realice de una vez por todas. Paquete plano RetroArch
Dolphin es un emulador de dos consolas de videojuegos recientes de Nintendo: GameCube y Wii. Permite a los jugadores de PC disfrutar de juegos para estas dos consolas en Full HD (1080p) con varias mejoras: compatibilidad con todos los controladores de PC, velocidad turbo, multijugador en red y aún más. Paquete plano de delfines
Citra es un emulador de código abierto para Nintendo 3DS capaz de jugar muchos de tus juegos favoritos. Citra Flatpak
yuzu es un emulador experimental de código abierto para Nintendo Switch de los creadores de Citra.Yuzu Flatpak
m64p es un emulador de Nintendo 64. Utiliza mupen64plus-gui, una nueva interfaz mupen64plus escrita en Qt5. Admite todas las cosas que esperarías de una interfaz (administración de estado guardado, pausas, capturas de pantalla). paquete plano m64p
DeSmuME es un emulador de Nintendo DS. Paquete plano DeSmuME
Snes9x es un emulador portátil y gratuito de Super Nintendo Entertainment System (SNES). Paquete plano Snes9x
bsnes es un emulador de Super Nintendo (SNES) centrado en el rendimiento, las funciones y la facilidad de uso. paquete plano bsnes
mGBA es un nuevo emulador para ejecutar juegos de Game Boy Advance. Su objetivo es ser más rápido y preciso que muchos emuladores de Game Boy Advance existentes, además de agregar funciones de las que carecen otros emuladores. Paquete plano mGBA
DOSBox es un emulador de DOS de código abierto que se centra principalmente en ejecutar juegos de DOS.
DOSBox Staging es un emulador de CPU x86 completo (independiente de la arquitectura del host), capaz de ejecutar programas DOS que requieren modo real o protegido. Flatpak de preparación de DOSBox
Flycast es un emulador multiplataforma de Sega Dreamcast, Naomi y Atomiswave derivado de reicast. Paquete plano Flycast
DuckStation es un simulador/emulador de la consola Sony PlayStation 1, que se centra en la jugabilidad, la velocidad y la mantenibilidad a largo plazo. Disponible como Flatpak en Flathub.
PCSX2 es un 'emulador' de PlayStation 2, un programa gratuito que intenta replicar la consola PlayStation 2 para permitirte jugar juegos de PS2 en tu PC. Paquete plano PCSX2
RPCS3 es un emulador y depurador experimental de Sony PlayStation 3 de código abierto escrito en C++ para Windows y Linux. RPCS3 comenzó a desarrollarse en mayo de 2011 por sus fundadores DH y Hykem. Actualmente, el emulador es capaz de ejecutar más de 1800 títulos comerciales con tecnología Vulkan y OpenGL. Paquete plano RPCS3
MAME es un emulador de máquinas arcade.
xemu es un emulador de Xbox original.
Xenia es un emulador de Xbox 360.
Consulte también estos subreddits para obtener más recomendaciones excelentes sobre emuladores de juegos.
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Bottles es una herramienta de software que le permite ejecutar software de Windows en Linux. Su sistema de instalación de dependencias incorporado otorga acceso automático a la compatibilidad del software. El administrador de descargas puede descargar los componentes oficiales como: el corredor (Wine, Proton), DXVK, dependencias, etc. Disponible en FlatHub.
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GreenWithEnvy (GWE) es una utilidad del sistema GTK diseñada por Roberto Leinardi para proporcionar información, controlar los ventiladores y overclockear su tarjeta de video NVIDIA para un mejor rendimiento. Disponible como Flatpak en FlatHub.
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AMD FidelityFX Super Resolution (FSR) es una solución de código abierto y de alta calidad para producir fotogramas de alta resolución a partir de entradas de menor resolución. FSR permite un "rendimiento práctico" para operaciones de renderizado costosas, como el trazado de rayos por hardware para las arquitecturas AMD RDNA™ y AMD RDNA™ 2.
AMD FidelityFX Super Resolution (FSR) 2.0 es una solución de código abierto y de alta calidad para producir fotogramas de alta resolución a partir de entradas de menor resolución. Utiliza datos temporales y suavizado optimizado para aumentar la velocidad de fotogramas en los juegos compatibles y, al mismo tiempo, ofrecer una calidad de imagen similar o mejor que la resolución nativa.
El controlador AMD Open Source para Vulkan® es un controlador Vulkan de código abierto para adaptadores gráficos Radeon™ en Linux®. Está construido sobre la Biblioteca de abstracción de plataforma (PAL) de AMD, un componente compartido que está diseñado para encapsular ciertos detalles de programación específicos del hardware y del sistema operativo para muchos de los controladores informáticos y 3D de AMD.
Vulkan® Memory Allocator (VMA) es una biblioteca que proporciona una API simple y fácil de integrar para ayudarlo a asignar memoria para el almacenamiento de imágenes y buffer de Vulkan®.
Radeon™ Raytracing Analyzer (RRA) es una herramienta que investiga el rendimiento de sus aplicaciones de raytracing y resalta posibles cuellos de botella.
Radeon™ GPU Profiler es una herramienta de optimización de bajo nivel que proporciona información detallada sobre las GPU Radeon™.
Radeon™ GPU Analyzer es un compilador fuera de línea y una herramienta de análisis de rendimiento para DirectX®, Vulkan®, SPIR-V™, OpenGL® y OpenCL™. Se puede utilizar junto con RGP, RMV y RDP.
Radeon™ Developer Panel (RDP) es una parte esencial de Radeon™ Developer Tool Suite. Proporciona el canal de comunicación que envía solicitudes y recibe datos del controlador AMD Radeon™.
Radeon™ Memory Visualizer (RMV) es una poderosa herramienta que permite a los usuarios analizar el uso de la memoria de video en las GPU AMD Radeon.
Visualizador de memoria Radeon™ (RMV)
Control central
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Requisitos de versión para hardware DG2/Alchemist en Linux:
Nota: Con Linux 6.0, la compatibilidad con la clase DG2 no está expuesta de forma predeterminada, pero requiere configurar la opción del módulo i915.force_probe=[PCI-ID] para forzar al controlador a inicializar la tarjeta gráfica. Este problema se resolverá con Linux Kernel 6.2.
En sistemas basados en Debian:
sudo dmesg | grep -i i915
En sistemas basados en Arch Linux:
su dmesg | grep -i i915
Intel Xe Super Sampling (XeSS) es una tecnología de renderizado de IA que mejora la imagen temporal y aumenta el rendimiento de los gráficos de manera similar al DLSS (Deep Learning Super Sampling) de NVIDIA. La arquitectura Arc GPU de Intel (otoño de 2022) tendrá GPU que cuentan con núcleos Xe dedicados para ejecutar XeSS. Las GPU tendrán motores Xe Matrix eXtenstions Matrix (XMX) para el procesamiento de IA acelerado por hardware. XeSS podrá ejecutarse en dispositivos sin XMX, incluidos los gráficos integrados; sin embargo, el rendimiento de XeSS será menor en tarjetas gráficas que no sean Intel porque funcionará con la instrucción DP4a.
Descripción general de las GPU Intel ARC. Crédito: Intel
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OpenRazer es una colección de controladores de Linux para dispositivos Razer que proporciona controladores de kernel, servicios DBus y enlaces de Python para interactuar con la interfaz DBus.
OpenRGB es un kit de desarrollo de software basado en red que permite que el software de terceros controle todo su RGB. Esto permite integraciones de juegos, visualización de música, iluminación ambiental y cualquier otra cosa que puedas imaginar. Es compatible con ASUS, ASRock, Corsair, G.Skill, Gigabyte, HyperX, MSI, Razer, ThermalTake y más.
GX52 es una aplicación GTK diseñada para proporcionar control de los LED y MFD de Logitech X52 y X52 Pro HOTAS
Coolero es un programa para monitorear y controlar sus dispositivos de refrigeración. Ofrece una interfaz de usuario fácil de usar con varias funciones de control y también proporciona detalles del rendimiento térmico en vivo.
Piper es una aplicación GTK frontend para configurar dispositivos de juego (principalmente ratones para juegos).
StreamDeck-UI es una interfaz de usuario compatible con Linux para Elgato Stream Deck.
Asusctl es un demonio de control, herramientas CLI y una colección de cajas para interactuar con las computadoras portátiles ASUS ROG.
MangoHud es una superposición de Vulkan y OpenGL para monitorear FPS, temperaturas, carga de CPU/GPU y más.
GOverlay es un proyecto de código abierto destinado a crear una interfaz de usuario gráfica para administrar superposiciones de Vulkan/OpenGL. Todavía se encuentra en sus primeras etapas de desarrollo.
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Geekbench 6 es un punto de referencia multiplataforma que mide el rendimiento de su sistema con solo presionar un botón.
Conjunto de pruebas Phoronix
UNIGINE Superposition es una prueba extrema de rendimiento y estabilidad para el hardware de PC: tarjeta de video, fuente de alimentación, sistema de enfriamiento.
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WINE (Wine Is Not an Emulator) es una capa de compatibilidad capaz de ejecutar aplicaciones de Windows en varios sistemas operativos compatibles con POSIX, como Linux, macOS y BSD. En lugar de simular la lógica interna de Windows como una máquina virtual o un emulador, Wine traduce las llamadas a la API de Windows en llamadas POSIX sobre la marcha, eliminando las penalizaciones de rendimiento y memoria de otros métodos y permitiéndole integrar limpiamente aplicaciones de Windows en su escritorio.
Winetricks es una manera fácil de solucionar problemas en Wine.
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Unity es una plataforma de desarrollo de juegos multiplataforma. Utilice Unity para crear juegos 3D y 2D de alta calidad, impleméntelos en dispositivos móviles, computadoras de escritorio, VR/AR, consolas o la Web, y conéctese con jugadores y clientes leales y entusiastas.
Centro de unidad
Unreal Engine 4 es un motor de juego desarrollado por Epic Games con la herramienta de creación 3D en tiempo real más abierta y avanzada del mundo. En continua evolución para cumplir no solo su propósito original como motor de juegos de última generación, hoy brinda a los creadores de todas las industrias la libertad y el control para ofrecer contenido de vanguardia, experiencias interactivas y mundos virtuales inmersivos.
Desarrollo de juegos para Linux en Unreal Engine 4
Godot Engine es un motor de juegos multiplataforma repleto de funciones para crear juegos 2D y 3D desde una interfaz unificada. Proporciona un conjunto completo de herramientas comunes para que los usuarios puedan centrarse en crear juegos sin tener que reinventar la rueda. Los juegos se pueden exportar con un solo clic a varias plataformas, incluidas las principales plataformas de escritorio (Linux, Mac OSX, Windows), así como plataformas móviles (Android, iOS) y basadas en web (HTML5).
Si desea donar al Proyecto Godot
Blender es la suite de creación 3D gratuita y de código abierto. Admite la totalidad del proceso 3D: modelado, montaje, animación, simulación, renderizado, composición y seguimiento de movimiento, edición de video y proceso de animación 2D.
Si desea donar al Proyecto Blender
Unigine es un motor de juegos multiplataforma diseñado para equipos de desarrollo (programadores de C++/C#, artistas 3D) que trabajan en aplicaciones 3D interactivas.
GameMaker Studio 2 es la última y mejor encarnación de GameMaker. Tiene todo lo que necesitas para llevar tu idea desde el concepto hasta el juego terminado. Sin barreras de entrada y con una potente funcionalidad, GameMaker Studio 2 es el entorno de desarrollo 2D definitivo.
Configurar GameMaker Studio para Ubuntu
Panda3D es un motor de juegos, un marco para renderizado 3D y desarrollo de juegos para programas Python y C++, desarrollado por Disney y CMU. Panda3D es de código abierto y gratuito para cualquier propósito, incluidas las empresas comerciales.
Source 2 es un motor de videojuegos 3D desarrollado por Valve como sucesor de Source. Se utiliza en Dota 2, Artifact, Dota Underlords, partes de The Lab, SteamVR Home y Half-Life: Alyx.
Open Graphics Library (OpenGL) es una API que se utiliza en múltiples lenguajes de programación y plataformas para la representación acelerada por hardware de gráficos vectoriales 2D/3D actualmente desarrollados por Khronos Group.
Open Computing Language (OpenCL) es un estándar abierto para la programación paralela de plataformas heterogéneas que constan de CPU, GPU y otros aceleradores de hardware que se encuentran en supercomputadoras, servidores en la nube, computadoras personales, dispositivos móviles y plataformas integradas.
OpenGL Shading Language (GLSL) es un lenguaje de sombreado de alto nivel basado en el lenguaje de estilo C, por lo que cubre la mayoría de las funciones que un usuario esperaría de dicho lenguaje. En GLSL existen estructuras de control (bucles for, sentencias if-else, etc.), incluida la sentencia switch.
El lenguaje de sombreado de alto nivel (HLSL) es el lenguaje de sombreado de alto nivel para DirectX. Con HLSL, el usuario puede crear sombreadores programables tipo C para la canalización Direct3D. HLSL se creó por primera vez con DirectX 9 para configurar el canal 3D programable.
Vulkan es una moderna API de computación y gráficos multiplataforma que proporciona acceso multiplataforma de alta eficiencia a GPU modernas utilizadas en una amplia variedad de dispositivos, desde PC y consolas hasta teléfonos móviles y plataformas integradas. Vulkan está actualmente en desarrollo por parte del consorcio Khronos.
MoltenVK es una implementación de Vulkan que se ejecuta en iOS y macOS utilizando el marco de gráficos Metal de Apple.
MoltenGL es una implementación de la API OpenGL ES 2.0 que se ejecuta en el marco de gráficos Metal de Apple.
NVIDIA Omniverse es una potente plataforma de colaboración y simulación en tiempo real con múltiples GPU para procesos de producción 3D basada en Universal Scene Description de Pixar y NVIDIA RTX.
HGIG es un grupo voluntario de empresas de las industrias de juegos y pantallas de televisión que se reúnen para especificar y poner a disposición del público pautas para mejorar las experiencias de juego de los consumidores en HDR.
Three.js es una biblioteca JavaScript para varios navegadores y una interfaz de programación de aplicaciones que se utiliza para crear y mostrar gráficos animados por computadora en 3D en un navegador web utilizando WebGL.
Superpowers es una aplicación HTML5 descargable para proyectos colaborativos en tiempo real. Puedes usarlo solo como un creador de juegos sin conexión normal, o configurar una contraseña y permitir que tus amigos se unan a tu proyecto a través de su navegador web.
SteamVR para Linux es la mejor herramienta para experimentar contenido de realidad virtual en el hardware de su elección. SteamVR admite el índice de válvulas, HTC Vive, Oculus Rift, Windows Mixed Reality Headsets y otros.
Steamvr Home
OpenVR es una API y un tiempo de ejecución que permite el acceso al hardware VR (Índice de Steam, HTC Vive y Oculus Rift) de múltiples proveedores sin requerir que las aplicaciones tengan un conocimiento específico del hardware que están dirigidos.
OpenVR Benchmark en Steam es la primera herramienta de referencia para probar reproduciblemente su rendimiento real de realidad virtual, lo que representa dentro de sus auriculares VR.
OpenHMD es API de código abierto y controladores que admite una amplia gama de dispositivos HMD (pantalla montada en la cabeza) como Oculus Rift, HTC Vive, Sony PSVR y otros.
OpenXR es un estándar gratuito y abierto que proporciona acceso de alto rendimiento a la realidad aumentada (AR) y la realidad virtual (VR) conocida colectivamente como Platformas y dispositivos XR.
Monado es el primer tiempo de ejecución OpenXR ™ para GNU/Linux. Monado tiene como objetivo el desarrollo de un ecosistema XR de código abierto y proporcionar los bloques de construcción fundamentales para que los proveedores de dispositivos se dirijan a la plataforma GNU/Linux.
Libsurvive es un conjunto de herramientas y bibliotecas que permiten el seguimiento de 6 DOF en sistemas basados en Lighthouse y Vive que es completamente de código abierto y puede ejecutarse en cualquier dispositivo. Actualmente es compatible con la generación de dispositivos SteamVR 1.0 y SteamVR 2.0 y debe admitir cualquier objeto rastreado disponible comercialmente.
Simula es un administrador de ventanas de realidad virtual para Linux que se ejecuta sobre Godot. Se necesitan menos de 1 minuto en instalarse. Simula es oficialmente compatible con auriculares SteamVR equipados con controladores de Linux (por ejemplo, HTC Vive, HTC Vive Pro e índice de válvulas). También hemos agregado soporte experimental a los auriculares OpenXR que tienen conductores de Monado (por ejemplo, North Star, OSVR HDK y PSVR). Algunas personas han conseguido que el Oculus Rift ejecute Simula a través de OpenHMD (ver aquí).
Unreal Online Learning es una plataforma de aprendizaje gratuita que ofrece cursos de video prácticos y rutas de aprendizaje guiado.
Programa de capacitación autorizado de Unreal Engine
Unreal Engine for Education
Entrenamiento y simulación de motor Unreal
Certificaciones de unidad
Comenzando con Vulkan
Diseño de juegos Cursos en línea de Udemy
Diseño de juegos Cursos en línea de Skillshare
Aprenda el diseño de juegos con cursos y clases en línea de EDX
Cursos de diseño de juegos de Coursera
Curso de especialización de diseño y desarrollo de juegos de Coursera
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REQUISITOS
Open the terminal and run:
sudo apt install qemu uml-utilities virt-manager dmg2img git wget libguestfs-tools p7zip
Sosumi es una aplicación que le permite descargar e instalar macOS en una VM. La aplicación se basa en macOS-simple-kvm.
OpenCore para macOS
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REQUISITOS
Open the terminal and run:
sudo apt install qemu uml-utilities virt-manager gnome-boxes
Gnome Boxes es una aplicación que le brinda acceso a máquinas virtuales, que se ejecuta a nivel local o remotamente. También le permite conectarse a la visualización de una computadora remota.
OpenCore para Windows 10
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Android Studio es el conjunto de desarrollo del sistema operativo Android (OS) de Google. Está basado en el software Idea IntelliJ de JetBrains y está diseñado específicamente para el desarrollo de Android. Está disponible para descargar en Windows, MacOS y Linux.
Android Virtual Device (AVD) es una configuración en Android Studio que define las características de un teléfono Android, tableta, OS OS, TV Android o dispositivo automotriz de sistema operativo que desea simular en el emulador de Android. El emulador de Android simula dispositivos Android en su computadora para que pueda probar su aplicación en una variedad de dispositivos y niveles de API de Android sin necesidad de tener cada dispositivo físico.
WayDroid es un enfoque basado en contenedores para iniciar un sistema Android completo en un sistema Linux normal. El entorno de tiempo de ejecución de Android se envía con una imagen mínima de sistema Android personalizada basada en linajes. La imagen se basa actualmente en Android 10.
Anbox es una aplicación que proporciona un enfoque basado en contenedores para iniciar un sistema de Android completo en un sistema regular de GNU/Linux como Ubuntu, Debian Fedora y OpenSUSE.
Anbox Cloud es la plataforma de computación en la nube móvil entregada por Canonical. Ejecute Android en la nube, a alta escala y en cualquier tipo de hardware.
Genymotion es un emulador de Android muy rápido. El programa en sí se basa en VirtualBox y es conocido por su velocidad efectiva y es útil para ejecutar aplicaciones de Android en un escritorio de Windows, Mac y Linux.
De oficina
Dispositivos virtuales locales con altos rendimientos.
SCRCPY es una aplicación de GenyMotion que proporciona visualización y control de dispositivos Android conectados en USB (o a través de TCP/IP). No requiere ningún acceso raíz y funciona en GNU/Linux, Windows y MacOS. El dispositivo Android requiere al menos API 21 (Android 5.0).
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H.264 (AVC) es un estándar de compresión de video basado en la codificación Integer-DCT de Integer-DCT orientado a bloques y compensado con movimiento que define múltiples perfiles (herramientas) y niveles (tasas de bits y resoluciones máximas) con soporte de hasta 8K.
H.265 (HEVC) es un estándar de compresión de video que es el sucesor de H.264 (AVC). Ofrece una compresión de datos de 25% a 50% mejor al mismo nivel de calidad de video, o una mejor calidad de video a la misma tasa de bits.
FFMPEG es un marco multimedia líder que puede decodificar, codificar, transcodificar, mux, demux, transmitir, filtrar y jugar casi cualquier cosa que los humanos y las máquinas han creado. Admite los formatos antiguos más oscuros hasta los de vanguardia en múltiples plataformas como Windows, MacOS y Linux.
HandBrake es una herramienta para transcodificar video de casi cualquier formato con una selección de códecs ampliamente compatibles. Es compatible con la ventana, macOS y Linux.
La transmisión dinámica adaptativa a través de HTTP (DASH) es un protocolo de transmisión adaptativo que permite que una transmisión de video cambie entre las velocidades de bits sobre la base del rendimiento de la red, para mantener un video reproduciéndose.
OpenMax ™ es una API multiplataforma que proporciona el códec de medios de transmisión integral y la portabilidad de las aplicaciones al permitir que los componentes multimedia acelerados se desarrollen, integren y programen en múltiples sistemas operativos y plataformas de silicio.
¡Davinci Resolve es la única solución del mundo que combina edición profesional de 8k, corrección de color, efectos visuales y postproducción de audio, todo en una herramienta de software! Puede moverse instantáneamente entre edición, color, efectos y audio con un solo clic. Davinci Resolve Studio también es la única solución diseñada para la colaboración de usuarios múltiples, por lo que los editores, asistentes, coloristas, artistas de VFX y diseñadores de sonido pueden trabajar en el mismo proyecto al mismo tiempo.
Blender viene con un editor de secuencia de video incorporado le permite realizar acciones básicas como cortes de video y empalme, así como tareas más complejas como el enmascaramiento de video o la clasificación de color. El editor de video incluye: Vista previa en vivo, forma de onda Luma, croma vectorscope y pantallas de histograma. Mezcla de audio, sincronización, fregado y visualización de forma de onda.
Kdenlive es una herramienta de edición de video de código abierto que admite archivos multimedia ilimitados. Se basa en el marco MLT, KDE y Qt. Las personas que buscan una herramienta de edición de video muy versátil que viene llena de características. La última versión 20.08 está disponible con características ingeniosas como diseños de interfaz, soporte de flujo de audio múltiple, administración de datos en caché y Zoombars en el Monitor de Clip y el Panel de efectos, pero uno puede argumentar que los aspectos más destacados de esta versión son la estabilidad y las mejoras de interfaz.
OpenShot es una herramienta de edición de video de código abierto que está diseñada para usuarios nuevos en el entorno de edición. Tiene características simples, como una función simple de arrastrar y soltar, proporciona una interfaz de usuario fácil de usar y rápida a aprender. El poderoso editor de video ofrece toneladas de formas eficientes de cortar y recortar sus videos. Puede utilizar libremente las pistas ilimitadas, el motor de efectos de video, el editor de títulos, las animaciones 3D, la cámara lenta y los efectos de tiempo. Admite códecs de video comúnmente utilizados que son compatibles con FFMPEG como WebM (VP9), AVCHD (libx264), HEVC (libx265) y códecs de audio como MP3 (libmp3lame) y AAC (libfaac). El programa puede representar el video MPEG4, OGV, Blu-ray y DVD, y videos Full HD para cargar en los sitios web de video de Internet como YouTube.
LightWorks es una aplicación de edición de video no lineal para editar y dominar el video digital utilizado por la industria del cine. Su edición profesional se ha utilizado para éxitos de taquilla, como Shutter Island, Pulp Fiction y Mission Impossible. Interfaz de usuario intimidante. Al igual que los editores de video profesionales, como Adobe Premiere Pro, LightWorks es bastante complicado de usar para los nuevos usuarios.
Shotcut es un editor de video multiplataforma de código abierto. Puede realizar varias acciones, como la edición de video (incluida la calidad de video 4K), agregar efectos, crear nuevas películas, importar la mayoría de los formatos de archivos de imagen, exportar a casi cualquier formato de archivo y mucho más.
Olive es un editor de video no lineal gratuito con el objetivo de proporcionar una alternativa totalmente funcionada al software de edición de video profesional de alta gama.
Natron es un poderoso compositor digital que puede manejar todas sus necesidades 2D/2.5D. Sus robustos formatos de archivo OIIO y su arquitectura OpenFX es lo que hace que Natron sea el compositor de código abierto más flexible para la comunidad de efectos visuales. Su interfaz y funcionalmente son las mismas en todas las plataformas, como MacOS, Linux y Windows.
Obs (Open Broadcaster Software) es un software gratuito y de código abierto para grabación de video y transmisión en vivo. Transmita a Twitch, YouTube y muchos otros proveedores o grabe sus propios videos con codificación H264 / AAC de alta calidad.
Reaper es una aplicación de producción de audio digital completa para computadoras, que ofrece una grabación multitrack completa y grabación MIDI, edición, procesamiento, mezcla y masa de herramientas. modificado.
Jack Audio Connection Kit, alias Jack, es un demonio de servidor de sonido profesional que proporciona conexiones en tiempo real y de baja latencia para datos de audio y MIDI entre aplicaciones que implementan su API. JACK se puede configurar para enviar datos de audio a través de una red a una máquina "maestra", que luego genera el audio a un dispositivo físico. Esto puede ser útil para mezclar audio de varias computadoras "esclavas" sin requerir cables o mezcladores de hardware adicionales, y mantener la ruta de audio digital durante el mayor tiempo posible.
Bitwig Studio es una estación de trabajo de audio digital que tiene flujos de trabajo lineales y no lineales para diseño de sonido, grabación, rendimiento en vivo y más. Junto con más de 90 instrumentos, efectos y otras herramientas creativas. Es compatible con Windows, MacOS y Linux.
Pipewire es una API de Servidor y Space de usuario para tratar con tuberías multimedia. Proporciona un motor de procesamiento basado en gráficos de baja latencia en la parte superior de los dispositivos de audio y video que pueden usarse para soportar los casos de uso que actualmente manejan PulseAudio y Jack. Pipewire fue diseñado con un poderoso modelo de seguridad que facilita la interacción con los dispositivos de audio y video de aplicaciones contenedores. Los nodos en el gráfico se pueden implementar como procesos separados, comunicarse con sockets e intercambiar contenido multimedia utilizando FD pase.
Yabridge es una forma moderna y transparente de usar los complementos VST2 y VST3 de Windows en Linux. Yabridge admite perfectamente los complementos de Windows VST2 y VST3 de 32 bits y 64 bits en un host Linux VST de 64 bits como si fueran complementos VST2 y VST3 nativos, con soporte opcional para grupos de complementos para habilitar la comunicación entre Plugin para VST2 para VST2 y tiempos de inicio rápidos.
SONOBUS es una aplicación fácil de usar para transmitir audio entre pares de alta calidad y baja latencia entre dispositivos a través de Internet o una red local.
Avid Pro Tools es un software de audio estándar de la industria para compositores, músicos, productores e ingenieros.
LMMS es un programa de aplicaciones de estación de trabajo de audio digital de código abierto. Cuando LMMS se combina con hardware de computadora apropiado, permite que la música se produzca organizando muestras, sintetizando sonidos, reproduciendo en un teclado MIDI y combinando las características de rastreadores y secuenciadores. Desarrollado por Paul Giblock y Tobias Junghans, este programa significa "Linux Multimedia Studio" y admite complementos útiles que le permiten funcionar en diferentes sistemas operativos.
Ardor es un esfuerzo de código abierto y colaborativo de un equipo mundial que incluye músicos, programadores e ingenieros de grabación profesionales. El desarrollo es transparente: cualquiera puede ver nuestro trabajo como sucede. Como una buena pieza de hardware vintage, puede abrir la caja y mirar adentro.
Audacity es un editor de audio y grabadora de múltiples vías fáciles de usar para Windows, Mac OS X, GNU/Linux y otros sistemas operativos. Desarrollado por un grupo de voluntarios como código abierto y ofrecido de forma gratuita. Comunidad de apoyo increíble.
Glimpse es un editor de gráficos de trama multiplataforma basado en el programa de manipulación de imágenes GNU disponible para Linux, MacOS y Windows. Una gran herramienta para hacer miniaturas de video de YouTube.
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Kubernetes (K8S) es un sistema de código abierto para automatizar la implementación, escala y administración de aplicaciones contenedores.
Construyendo grupos de alta disponibilidad (HA) con Kubeadm. Fuente: Kubernetes.io, 2020
Google Kubernetes Engine (GKE) es un entorno administrado y listo para la producción para ejecutar aplicaciones contenedores.
El servicio Azure Kubernetes (AKS) es Kubernetes sin servidor, con una integración continua integrada y experiencia continua de entrega continua (CI/CD) y seguridad y gobernanza de grado empresarial. Une a sus equipos de desarrollo y operaciones en una sola plataforma para construir, entregar y escalar rápidamente aplicaciones con confianza.
Amazon EKS es una herramienta que ejecuta instancias del plano de control de Kubernetes a través de múltiples zonas de disponibilidad para garantizar una alta disponibilidad.
Los controladores AWS para Kubernetes (ACK) es una nueva herramienta que le permite administrar directamente los servicios de AWS desde Kubernetes. ACK hace que sea simple construir aplicaciones Kubernetes escalables y altamente disponibles que utilizan servicios de AWS.
Container Engine para Kubernetes (OKE) es un servicio de orquestación de contenedores administrado por Oracle que puede reducir el tiempo y el costo para construir aplicaciones nativas de nubes modernas. A diferencia de la mayoría de los otros proveedores, Oracle Cloud Infrastructure proporciona motor de contenedores para Kubernetes como un servicio gratuito que se ejecuta en un cómputo de mayor costo y bajo costo.
Anthos es una plataforma de gestión de aplicaciones moderna que proporciona una experiencia de desarrollo y operaciones consistente para entornos en la nube y locales.
Red Hat OpenShift es una plataforma Kubernetes totalmente administrada que proporciona una base para implementaciones locales, híbridas e multicloud.
OKD es una distribución comunitaria de Kubernetes optimizadas para el desarrollo continuo de aplicaciones y la implementación de múltiples inquilinos. OKD agrega herramientas centradas en el desarrollador y las operaciones sobre Kubernetes para permitir el desarrollo rápido de aplicaciones, la fácil implementación y escala, y el mantenimiento del ciclo de vida a largo plazo para equipos pequeños y grandes.
Odo es una herramienta CLI rápida, iterativa y directa para los desarrolladores que escriben, construyen e implementan aplicaciones en Kubernetes y OpenShift.
Kata Operator es un operador para realizar la gestión de ciclo de vida (instalación/actualización/desinstalación) de Kata Runtime en OpenShift y Kubernetes Cluster.
Thanos es un conjunto de componentes que pueden componerse en un sistema métrico altamente disponible con capacidad de almacenamiento ilimitada, que se puede agregar a la perfección además de las implementaciones de Prometheus existentes.
OpenShift Hive es un operador que se ejecuta como un servicio sobre Kubernetes/OpenShift. El servicio de colmena se puede utilizar para aprovisionar y realizar la configuración inicial de OpenShift 4 Clusters.
Rook es una herramienta que convierte los sistemas de almacenamiento distribuidos en servicios de almacenamiento autogestionados, autoescalado y autoinformado. Automatiza las tareas de un administrador de almacenamiento: implementación, arranque, configuración, aprovisionamiento, escala, actualización, migración, recuperación de desastres, monitoreo y gestión de recursos.
VMware Tanzu es una plataforma de gestión centralizada para operar y asegurar constantemente su infraestructura de Kubernetes y aplicaciones modernas en múltiples equipos y nubes privadas/públicas.
Kubespray es una herramienta que combina Kubernetes y se puede instalar fácilmente grupos de Kubernetes que se pueden implementar en AWS, GCE, Azure, OpenStack, Vsphere, Packet (Bare Metal), Oracle Cloud Infraestructura (experimental) o Baremetal.
KubeInit proporciona libros de jugadas y roles de Ansible para la implementación y configuración de múltiples distribuciones de Kubernetes.
Rancher es una pila de software completa para equipos que adoptan contenedores. Aborda los desafíos operativos y de seguridad de administrar múltiples grupos de Kubernetes, al tiempo que proporciona a los equipos de DevOps herramientas integradas para ejecutar cargas de trabajo contenedores.
K3S es una distribución de Kubernetes certificada altamente disponible diseñada para cargas de trabajo de producción en ubicaciones remotas desatendidas, limitadas por recursos o electrodomésticos dentro de IoT.
Helm es una herramienta de administrador de paquetes de Kubernetes que facilita la instalación y administración de aplicaciones Kubernetes.
Knative es una plataforma basada en Kubernetes para construir, implementar y administrar cargas de trabajo sin servidor modernas. Knative se encarga de los detalles de sobrecarga operativos de las redes, el autoscalado (incluso a cero) y el seguimiento de la revisión.
Kubeflow es una herramienta dedicada a realizar implementaciones de flujos de trabajo de aprendizaje automático (ML) en Kubernetes simples, portátiles y escalables.
ETCD es un almacén de valor clave distribuido que proporciona una forma confiable de almacenar datos a los que debe acceder a un sistema distribuido o un clúster de máquinas. ETCD se utiliza como el backend para el descubrimiento de servicios y el estado del clúster de almacenamiento y la configuración de Kubernetes.
Openebs es una herramienta basada en Kubernetes para crear aplicaciones con estado utilizando el almacenamiento adjunto de contenedores.
La interfaz de almacenamiento de contenedores (CSI) es una API que permite que las plataformas de orquestación de contenedores como Kubernetes se comuniquen sin problemas con los datos almacenados a través de un complemento.
MicroK8s es una herramienta que ofrece la experiencia completa de Kubernetes. En una implementación totalmente contenedora con actualizaciones de exceso de aire comprimidas para operaciones ultra confiables. Se admite en Linux, Windows y MacOS.
Charmed Kubernetes es una plataforma Kubernetes bien integrada, llave en mano, optimizada para sus entornos de múltiples nubes desarrollados por Canonical.
La aplicación Grafana Kubernetes es un peaje que le permite monitorear el rendimiento de su clúster Kubernetes. Incluye 4 paneles, clúster, nodo, pod/contenedor y implementación. Permite la implementación automática de los exportadores Prometheus requeridos y una configuración de raspado predeterminada para usar con su implementación en el clúster Prometheus.
KubeDge es un sistema de código abierto para extender las capacidades de orquestación de aplicaciones contenedores nativos a los hosts en Edge. Se basa en Kubernetes y proporciona soporte de infraestructura fundamental para Network, APP. despliegue y sincronización de metadatos entre la nube y el borde.
La lente es el ide más poderoso para las personas que necesitan lidiar con los grupos de Kubernetes a diario. Tiene soporte para sistemas operativos MacOS, Windows y Linux.
Kind es una herramienta para ejecutar clústeres locales de Kubernetes que usan "nodos" de contenedores Docker. Fue diseñado principalmente para probar Kubernetes en sí, pero puede usarse para el desarrollo local o CI.
Flux CD es una herramienta que garantiza automáticamente que el estado de su clúster Kubernetes coincida con la configuración que ha proporcionado en Git. Utiliza un operador en el clúster para activar implementaciones dentro de Kubernetes, lo que significa que no necesita una herramienta de entrega continua separada.
Obtener certificaciones de Kubernetes
Comenzando con Kubernetes en AWS
Kubernetes en Microsoft Azure
Introducción al servicio de Azure Kubernetes
Comenzando con Google Cloud
Comenzando con Kubernetes en Red Hat
Comenzando con Kubernetes en IBM
Conceptos básicos de Yaml en Kubernetes
Nube elástica en Kubernetes
Docker y Kubernetes
Implemente un modelo a un clúster de servicio de Azure Kubernetes
Simplifique la inferencia de aprendizaje automático en Kubernetes con los operadores de Amazon Sagemaker
Ejecutar Apache Spark en Kubernetes
Kubernetes a través de VMware vRealize Automation
Vmware Tanzu Kubernetes Grid
Todas las formas en que VMware Tanzu funciona con AWS
Vmware Tanzu Educación
Uso de Ansible en un entorno Kubernetes nativo de nube en la nube
Gestión de objetos de Kubernetes (K8S) con Ansible
Configuración de un clúster de Kubernetes usando Vagrant y Ansible
Ejecutando MongoDB con Kubernetes
Kubernetes Fluentd
Comprender el nuevo agente Gitlab Kubernetes
Colaboradores de Kubernetes
Kubeacademy de VMware
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TensorFlow es una plataforma de código abierto de extremo a extremo para el aprendizaje automático. Tiene un ecosistema integral y flexible de herramientas, bibliotecas y recursos comunitarios que permite a los investigadores impulsar el estado del arte en ML y los desarrolladores construyen e implementan fácilmente aplicaciones alimentadas con ML.
Tensorman es una utilidad para la gestión fácil de los contenedores de flujo tensor desarrollado por System76.Tensorman permite que TensorFlow funcione en un entorno aislado que está contenido del resto del sistema. Este entorno virtual puede operar independientemente del sistema base, lo que le permite usar cualquier versión de TensorFlow en cualquier versión de una distribución de Linux que admita el tiempo de ejecución de Docker.
Keras es una API de redes neuronales de alto nivel, escrita en Python y capaz de funcionar sobre TensorFlow, CNTK o Theano.In se desarrolló con un enfoque en habilitar la experimentación rápida. Es capaz de ejecutarse sobre TensorFlow, Microsoft Cognitive Toolkit, R, Thano o PlaidMl.
Pytorch es una biblioteca para el aprendizaje profundo en datos de entrada irregulares, como gráficos, nubes de puntos y colectores. Desarrollado principalmente por el laboratorio de investigación de IA de Facebook.
Amazon Sagemaker es un servicio totalmente administrado que proporciona a todos los desarrolladores y científicos de datos la capacidad de construir, entrenar e implementar modelos de aprendizaje automático (ML) rápidamente. Sagemaker elimina el trabajo pesado de cada paso del proceso de aprendizaje automático para facilitar el desarrollo de modelos de alta calidad.
Azure Databricks es un servicio de análisis de big data Big Data basado en Apache Spark rápido y colaborativo diseñado para ciencia de datos e ingeniería de datos. Azure Databricks, configura su entorno Apache Spark en minutos, AutOScale y colabora en proyectos compartidos en un espacio de trabajo interactivo. Azure Databricks admite Python, Scala, R, Java y SQL, así como marcos de ciencia de datos y bibliotecas, incluidas TensorFlow, Pytorch y Scikit-Learn.
Microsoft Cognitive Toolkit (CNTK) es un kit de herramientas de código abierto para el aprendizaje profundo distribuido de grado comercial. Describe las redes neuronales como una serie de pasos computacionales a través de un gráfico dirigido. CNTK permite al usuario realizar y combinar fácilmente los tipos de modelos populares, como DNN de alimentación, redes neuronales convolucionales (CNN) y redes neuronales recurrentes (RNN/LSTM). CNTK implementa el aprendizaje de descenso de gradiente estocástico (SGD, backpropagation de error) con diferenciación automática y paralelización en múltiples GPU y servidores.
Apache Airflow es una plataforma de gestión de flujo de trabajo de código abierto creada por la comunidad para autorizar, programar y monitorear los flujos de trabajo. Instalar. Principios. Escalable. Airflow tiene una arquitectura modular y utiliza una cola de mensajes para orquestar un número arbitrario de trabajadores. El flujo de aire está listo para escalar al infinito.
Open Neural Network Exchange (ONNX) es un ecosistema abierto que faculta a los desarrolladores de IA para elegir las herramientas adecuadas a medida que su proyecto evoluciona. ONNX proporciona un formato de código abierto para los modelos de IA, tanto el aprendizaje profundo como el ML tradicional. Define un modelo de gráfico de cálculo extensible, así como definiciones de operadores incorporados y tipos de datos estándar.
Apache MXNet es un marco de aprendizaje profundo diseñado tanto para la eficiencia como para la flexibilidad. Le permite mezclar programación simbólica e imperativa para maximizar la eficiencia y la productividad. En su núcleo, MXNet contiene un programador de dependencia dinámica que es paralelea automáticamente las operaciones simbólicas e imperativas sobre la mosca. Una capa de optimización de gráficos sobre eso hace que la ejecución simbólica sea rápida y eficiente en la memoria. MXNET es portátil y liviano, escala de manera efectiva a múltiples GPU y múltiples máquinas. Soporte para Python, R, Julia, Scala, GO, JavaScript y más.
Autogluon es un kit de herramientas para el aprendizaje profundo que automatiza tareas de aprendizaje automático que le permiten lograr fácilmente un rendimiento predictivo fuerte en sus aplicaciones. Con solo unas pocas líneas de código, puede entrenar e implementar modelos de aprendizaje profundo de alta precisión en datos tabulares, de imagen y texto.
Anaconda es una plataforma de ciencia de datos muy popular para el aprendizaje automático y el aprendizaje profundo que permite a los usuarios desarrollar modelos, capacitarlos e implementarlos.
PlaidML es un compilador de tensor avanzado y portátil para habilitar el aprendizaje profundo en computadoras portátiles, dispositivos integrados u otros dispositivos donde el hardware informático disponible no está bien admitido o la pila de software disponible contiene restricciones de licencia desagradable.
OpenCV es una biblioteca altamente optimizada con enfoque en aplicaciones de visión por computadora en tiempo real. Las interfaces C ++, Python y Java admiten Linux, MacOS, Windows, iOS y Android.
Scikit-Learn es un módulo de Python para el aprendizaje automático construido sobre Scipy, Numpy y Matplotlib, lo que hace que sea más fácil aplicar implementaciones robustas y simples de muchos algoritmos populares de aprendizaje automático.
Weka es un software de aprendizaje automático de código abierto al que se puede acceder a través de una interfaz gráfica de usuario, aplicaciones de terminal estándar o una API Java. Se utiliza ampliamente para la enseñanza, la investigación y las aplicaciones industriales, contiene una gran cantidad de herramientas incorporadas para tareas de aprendizaje automático estándar, y además brinda acceso transparente a cajas de herramientas conocidas como Scikit-Learn, R y Deeplearning4J.
Caffe es un marco de aprendizaje profundo hecho con expresión, velocidad y modularidad en mente. Está desarrollado por Berkeley AI Research (BAIR)/Berkeley Vision and Learning Center (BVLC) y colaboradores comunitarios.
Theo es una biblioteca de Python que le permite definir, optimizar y evaluar expresiones matemáticas que involucran matrices multidimensionales de manera eficiente, incluyendo una integración estrecha con Numpy.
Ngraph es una biblioteca, compilador y tiempo de ejecución de C ++ de código abierto para el aprendizaje profundo. El compilador NGRAPH tiene como objetivo acelerar las cargas de trabajo de IA en el desarrollo de AI utilizando cualquier marco de aprendizaje profundo y la implementación en una variedad de objetivos de hardware. Proporciona la libertad, el rendimiento y la facilidad de uso para los desarrolladores de IA.
Nvidia Cudnn es una biblioteca de primitivas aceleradas por GPU para redes neuronales profundas. CUDNN proporciona implementaciones altamente sintonizadas para rutinas estándar, como la convolución hacia adelante y hacia atrás, la agrupación, la normalización y las capas de activación. CUDNN acelera los marcos de aprendizaje profundo ampliamente utilizados, incluidos Caffe2, Chainer, Keras, Matlab, MXNet, Pytorch y Tensorflow.
Jupyter Notebook es una aplicación web de código abierto que le permite crear y compartir documentos que contienen código en vivo, ecuaciones, visualizaciones y texto narrativo. Jupyter se usa ampliamente en industrias que realizan la limpieza y transformación de datos, simulación numérica, modelado estadístico, visualización de datos, ciencia de datos y aprendizaje automático.
Apache Spark es un motor de análisis unificado para el procesamiento de datos a gran escala. Proporciona API de alto nivel en Scala, Java, Python y R, y un motor optimizado que admite gráficos de cálculo generales para el análisis de datos. También es compatible con un conjunto rico de herramientas de nivel superior que incluye Spark SQL para SQL y Dataframes, MLLIB para el aprendizaje automático, GRAPHX para el procesamiento de gráficos y la transmisión estructurada para el procesamiento de flujo.
El conector Apache Spark para SQL Server y Azure SQL es un conector de alto rendimiento que le permite usar datos transaccionales en análisis de big data y persiste los resultados para consultas o informes ad-hoc. El conector le permite usar cualquier base de datos SQL, loca o en la nube, como una fuente de datos de entrada o sumidero de datos de salida para trabajos de Spark.
Apache Predictionio es un marco de aprendizaje automático de código abierto para desarrolladores, científicos de datos y usuarios finales. Admite la recopilación de eventos, el despliegue de algoritmos, la evaluación, consulta de resultados predictivos a través de API REST. Se basa en servicios de código abierto escalables como Hadoop, HBase (y otros DBS), Elasticsearch, Spark e implementa lo que se llama arquitectura Lambda.
Cluster Manager para Apache Kafka (CMAK) es una herramienta para administrar los clústeres de Apache Kafka.
BigDL es una biblioteca de aprendizaje profundo distribuido para Apache Spark. Con BigDL, los usuarios pueden escribir sus aplicaciones de aprendizaje profundo como programas estándar de Spark, que pueden ejecutarse directamente sobre los grupos de chispa o hadoop existentes.
El proyecto Koalas hace que los científicos de datos sean más productivos cuando interactúan con Big Data, implementando la API Pandas DataFrame además de Apache Spark.
Apache Spark ™ MLFlow es una plataforma de código abierto para administrar el ciclo de vida de ML, incluida la experimentación, la reproducibilidad, la implementación y un registro de modelo central. MLFLOW actualmente ofrece cuatro componentes:
Seguimiento de mlflow : experimentos de registro y consulta: código, datos, configuración y resultados.
Proyectos MLFLOW : código de ciencia de datos de paquete en un formato para reproducir las ejecuciones en cualquier plataforma.
Modelos MLFLOW : implementa modelos de aprendizaje automático en diversos entornos de servicio.
Registro de modelos : almacenar, anotar, descubrir y administrar modelos en un repositorio central.
Eclipse Deeplearning4j (DL4J) es un conjunto de proyectos destinados a apoyar todas las necesidades de una aplicación de aprendizaje profundo basado en JVM (Scala, Kotlin, Clojure y Groovy). Esto significa comenzar con los datos sin procesar, cargar y preprocesarlos desde donde sea y cualquier formato en el que se encuentre para construir y ajustar una amplia variedad de redes de aprendizaje profundo simples y complejas.
Numba es un compilador de optimización de código abierto y consciente de Numpy para Python patrocinado por Anaconda, Inc. Utiliza el proyecto del compilador LLVM para generar código de máquina a partir de la sintaxis de Python. Numba puede compilar un gran subconjunto de pitón centrado numéricamente, incluidas muchas funciones numpy. Además, Numba tiene soporte para la paralelización automática de bucles, la generación de código acelerado por GPU y la creación de UFuncs y las devoluciones de llamada C.
Chainer es un marco de aprendizaje profundo basado en Python con el objetivo de la flexibilidad. Proporciona API de diferenciación automática basadas en el enfoque Define por corrida (gráficos computacionales dinámicos), así como API de alto nivel orientadas a objetos para construir y entrenar redes neuronales. It also supports CUDA/cuDNN using CuPy for high performance training and inference.
cuML is a suite of libraries that implement machine learning algorithms and mathematical primitives functions that share compatible APIs with other RAPIDS projects. cuML enables data scientists, researchers, and software engineers to run traditional tabular ML tasks on GPUs without going into the details of CUDA programming. In most cases, cuML's Python API matches the API from scikit-learn.
Machine Learning by Stanford University from Coursera
Machine Learning Courses Online from Coursera
Machine Learning Courses Online from Udemy
Learn Machine Learning with Online Courses and Classes from edX
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ROS is robotics middleware. Although ROS is not an operating system, it provides services designed for a heterogeneous computer cluster such as hardware abstraction, low-level device control, implementation of commonly used functionality, message-passing between processes, and package management.
ROS2 is a set of software libraries and tools that help you build robot applications. From drivers to state-of-the-art algorithms, and with powerful developer tools, ROS has what you need for your next robotics project. And it's all open source.
Robot Framework is a generic open source automation framework. It can be used for test automation and robotic process automation. It has easy syntax, utilizing human-readable keywords. Its capabilities can be extended by libraries implemented with Python or Java.
The Robotics Library (RL) is a self-contained C++ library for robot kinematics, motion planning and control. It covers mathematics, kinematics and dynamics, hardware abstraction, motion planning, collision detection, and visualization.RL runs on many different systems, including Linux, macOS, and Windows. It uses CMake as a build system and can be compiled with Clang, GCC, and Visual Studio.
MoveIt is the most widely used software for manipulation and has been used on over 100 robots. It provides an easy-to-use robotics platform for developing advanced applications, evaluating new designs and building integrated products for industrial, commercial, R&D, and other domains.
AutoGluon is toolkit for Deep learning that automates machine learning tasks enabling you to easily achieve strong predictive performance in your applications. With just a few lines of code, you can train and deploy high-accuracy deep learning models on tabular, image, and text data.
Gazebo accurately and efficiently simulates indoor and outdoor robots. You get a robust physics engine, high-quality graphics, and programmatic and graphical interfaces.
Robotics System Toolbox provides tools and algorithms for designing, simulating, and testing manipulators, mobile robots, and humanoid robots. For manipulators and humanoid robots, the toolbox includes algorithms for collision checking, trajectory generation, forward and inverse kinematics, and dynamics using a rigid body tree representation. For mobile robots, it includes algorithms for mapping, localization, path planning, path following, and motion control. The toolbox provides reference examples of common industrial robot applications. It also includes a library of commercially available industrial robot models that you can import, visualize, and simulate.
Intel Robot DevKit is the tool to generate Robotics Software Development Kit (RDK) designed for autonomous devices, including the ROS2 core and capacibilities packages like perception, planning, control driver etc. It provides flexible build/runtime configurations to meet different autonomous requirement on top of diversity hardware choices, for example use different hareware engine CPU/GPU/VPU to accelerate AI related features.
Arduino is an open-source platform used for building electronics projects. Arduino consists of both a physical programmable circuit board (often referred to as a microcontroller) and a piece of software, or IDE (Integrated Development Environment) that runs on your computer, used to write and upload computer code to the physical board.
ArduPilot enables the creation and use of trusted, autonomous, unmanned vehicle systems for the peaceful benefit of all. ArduPilot provides a comprehensive suite of tools suitable for almost any vehicle and application.
AirSim is a simulator for drones, cars and more, built on Unreal Engine (we now also have an experimental Unity release). It is open-source, cross platform, and supports hardware-in-loop with popular flight controllers such as PX4 for physically and visually realistic simulations.
F´ (F Prime) is a component-driven framework that enables rapid development and deployment of spaceflight and other embedded software applications. Originally developed at the Jet Propulsion Laboratory, F´ has been successfully deployed on several space applications.
The JPL Open Source Rover is an open source, build it yourself, scaled down version of the 6 wheel rover design that JPL uses to explore the surface of Mars. The Open Source Rover is designed almost entirely out of consumer off the shelf (COTS) parts. This project is intended to be a teaching and learning experience for those who want to get involved in mechanical engineering, software, electronics, or robotics.
Light Detection and Ranging(LiDAR) is a remote sensing method that uses light in the form of a pulsed laser at an object, and uses the time and wavelength of the reflected beam of light to estimate the distance and in some applications (Laser Imaging), to create a 3D representation of the object and its surface characteristics. This technology is commonly used in aircraft and self-driving vehicles.
AliceVision is a Photogrammetric Computer Vision Framework which provides a 3D Reconstruction and Camera Tracking algorithms. AliceVision aims to provide strong software basis with state-of-the-art computer vision algorithms that can be tested, analyzed and reused. The project is a result of collaboration between academia and industry to provide cutting-edge algorithms with the robustness and the quality required for production usage.
CARLA is an open-source simulator for autonomous driving research. CARLA has been developed from the ground up to support development, training, and validation of autonomous driving systems. In addition to open-source code and protocols, CARLA provides open digital assets (urban layouts, buildings, vehicles) that were created for this purpose and can be used freely. The simulation platform supports flexible specification of sensor suites and environmental conditions.
ROS bridge is a package to bridge ROS for CARLA Simulator.
ROS-Industrial is an open source project that extends the advanced capabilities of ROS software to manufacturing.
AWS RoboMaker is the most complete cloud solution for robotic developers to simulate, test and securely deploy robotic applications at scale. RoboMaker provides a fully-managed, scalable infrastructure for simulation that customers use for multi-robot simulation and CI/CD integration with regression testing in simulation.
Microsoft Robotics Developer Studio is a free .NET-based programming environment for building robotics applications.
Visual Studio Code Extension for ROS is an extension provides support for Robot Operating System (ROS) development.
Azure Kinect ROS Driver is a node which publishes sensor data from the Azure Kinect Developer Kit to the Robot Operating System (ROS). Developers working with ROS can use this node to connect an Azure Kinect Developer Kit to an existing ROS installation.
Azure IoT Hub for ROS is a ROS package works with the Microsoft Azure IoT Hub service to relay telemetry messages from the Robot to Azure IoT Hub or reflect properties from the Digital Twin to the robot using dynamic reconfigure.
ROS 2 with ONNX Runtime is a program that uses ROS 2 to run on different hardware platforms using their respective AI acceleration libraries for optimized execution of the ONNX model.
Azure Cognitive Services LUIS ROS Node is a ROS node that bridges between ROS and the Azure Language Understanding Service. it can be configured to process audio directly from a microphone, or can subscribe to a ROS audio topic, then processes speech and generates "intent" ROS messages which can be processed by another ROS node to generate ROS commands.
Robotics courses from Coursera
Learn Robotics with Online Courses and Classes from edX
Top Robotics Courses Online from Udemy
Free Online AI & Robotics Courses
REC Foundation Robotics Industry Certification
Carnegie Mellon Robotics Academy
RIA Robotic Integrator Certification Program
AWS RoboMaker – Develop, Test, Deploy, and Manage Intelligent Robotics Apps
Microsoft AI School
Language Understanding (LUIS) for Azure Cognitive Services
Azure VM templates to bootstrap ROS and ROS 2 environments
Google Robotics Research
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Open Source Security Foundation (OpenSSF) is a cross-industry collaboration that brings together leaders to improve the security of open source software by building a broader community, targeted initiatives, and best practices. The OpenSSF brings together open source security initiatives under one foundation to accelerate work through cross-industry support. Along with the Core Infrastructure Initiative and the Open Source Security Coalition, and will include new working groups that address vulnerability disclosures, security tooling and more.
STIGs Benchmarks - Security Technical Implementation Guides
CIS Benchmarks - CIS Center for Internet Security
NIST - Current FIPS
ISO Standards Catalogue
Common Criteria for Information Technology Security Evaluation (CC) is an international standard (ISO / IEC 15408) for computer security. It allows an objective evaluation to validate that a particular product satisfies a defined set of security requirements.
ISO 22301 is the international standard that provides a best-practice framework for implementing an optimised BCMS (business continuity management system).
ISO27001 is the international standard that describes the requirements for an ISMS (information security management system). The framework is designed to help organizations manage their security practices in one place, consistently and cost-effectively.
ISO 27701 specifies the requirements for a PIMS (privacy information management system) based on the requirements of ISO 27001. It is extended by a set of privacy-specific requirements, control objectives and controls. Companies that have implemented ISO 27001 will be able to use ISO 27701 to extend their security efforts to cover privacy management.
EU GDPR (General Data Protection Regulation) is a privacy and data protection law that supersedes existing national data protection laws across the EU, bringing uniformity by introducing just one main data protection law for companies/organizations to comply with.
CCPA (California Consumer Privacy Act) is a data privacy law that took effect on January 1, 2020 in the State of California. It applies to businesses that collect California residents' personal information, and its privacy requirements are similar to those of the EU's GDPR (General Data Protection Regulation).
Payment Card Industry (PCI) Data Security Standards (DSS) is a global information security standard designed to prevent fraud through increased control of credit card data.
SOC 2 is an auditing procedure that ensures your service providers securely manage your data to protect the interests of your comapny/organization and the privacy of their clients.
NIST CSF is a voluntary framework primarily intended for critical infrastructure organizations to manage and mitigate cybersecurity risk based on existing best practice.
AppArmor is an effective and easy-to-use Linux application security system. AppArmor proactively protects the operating system and applications from external or internal threats, even zero-day attacks, by enforcing good behavior and preventing both known and unknown application flaws from being exploited. AppArmor supplements the traditional Unix discretionary access control (DAC) model by providing mandatory access control (MAC). It has been included in the mainline Linux kernel since version 2.6.36 and its development has been supported by Canonical since 2009.
SELinux is a security enhancement to Linux which allows users and administrators more control over access control. Access can be constrained on such variables as which users and applications can access which resources. These resources may take the form of files. Standard Linux access controls, such as file modes (-rwxr-xr-x) are modifiable by the user and the applications which the user runs. Conversely, SELinux access controls are determined by a policy loaded on the system which may not be changed by careless users or misbehaving applications.
Control Groups(Cgroups) is a Linux kernel feature that allows you to allocate resources such as CPU time, system memory, network bandwidth, or any combination of these resources for user-defined groups of tasks (processes) running on a system.
EarlyOOM is a daemon for Linux that enables users to more quickly recover and regain control over their system in low-memory situations with heavy swap usage.
Libgcrypt is a general purpose cryptographic library originally based on code from GnuPG.
Kali Linux is an open source project that is maintained and funded by Offensive Security, a provider of world-class information security training and penetration testing services.
Pi-hole is a DNS sinkhole that protects your devices from unwanted content, without installing any client-side software, intended for use on a private network. It is designed for use on embedded devices with network capability, such as the Raspberry Pi, but it can be used on other machines running Linux and cloud implementations.
Aircrack-ng is a network software suite consisting of a detector, packet sniffer, WEP and WPA/WPA2-PSK cracker and analysis tool for 802.11 wireless LANs. It works with any wireless network interface controller whose driver supports raw monitoring mode and can sniff 802.11a, 802.11b and 802.11g traffic.
Burp Suite is a leading range of cybersecurity tools.
KernelCI is a community-based open source distributed test automation system focused on upstream kernel development. The primary goal of KernelCI is to use an open testing philosophy to ensure the quality, stability and long-term maintenance of the Linux kernel.
Continuous Kernel Integration project helps find bugs in kernel patches before they are commited to an upstram kernel tree. We are team of kernel developers, kernel testers, and automation engineers.
eBPF is a revolutionary technology that can run sandboxed programs in the Linux kernel without changing kernel source code or loading kernel modules. By making the Linux kernel programmable, infrastructure software can leverage existing layers, making them more intelligent and feature-rich without continuing to add additional layers of complexity to the system.
Cilium uses eBPF to accelerate getting data in and out of L7 proxies such as Envoy, enabling efficient visibility into API protocols like HTTP, gRPC, and Kafka.
Hubble is a Network, Service & Security Observability for Kubernetes using eBPF.
Istio is an open platform to connect, manage, and secure microservices. Istio's control plane provides an abstraction layer over the underlying cluster management platform, such as Kubernetes and Mesos.
Certgen is a convenience tool to generate and store certificates for Hubble Relay mTLS.
Scapy is a python-based interactive packet manipulation program & library.
syzkaller is an unsupervised, coverage-guided kernel fuzzer.
SchedViz is a tool for gathering and visualizing kernel scheduling traces on Linux machines.
oss-fuzz aims to make common open source software more secure and stable by combining modern fuzzing techniques with scalable, distributed execution.
OSSEC is a free, open-source host-based intrusion detection system. It performs log analysis, integrity checking, Windows registry monitoring, rootkit detection, time-based alerting, and active response.
Metasploit Project is a computer security project that provides information about security vulnerabilities and aids in penetration testing and IDS signature development.
Wfuzz was created to facilitate the task in web applications assessments and it is based on a simple concept: it replaces any reference to the FUZZ keyword by the value of a given payload.
Nmap is a security scanner used to discover hosts and services on a computer network, thus building a "map" of the network.
Patchwork is a web-based patch tracking system designed to facilitate the contribution and management of contributions to an open-source project.
pfSense is a free and open source firewall and router that also features unified threat management, load balancing, multi WAN, and more.
Snowpatch is a continuous integration tool for projects using a patch-based, mailing-list-centric git workflow. This workflow is used by a number of well-known open source projects such as the Linux kernel.
Snort is an open-source, free and lightweight network intrusion detection system (NIDS) software for Linux and Windows to detect emerging threats.
Wireshark is a free and open-source packet analyzer. It is used for network troubleshooting, analysis, software and communications protocol development, and education.
OpenSCAP is US standard maintained by National Institute of Standards and Technology (NIST). It provides multiple tools to assist administrators and auditors with assessment, measurement, and enforcement of security baselines. OpenSCAP maintains great flexibility and interoperability by reducing the costs of performing security audits. Whether you want to evaluate DISA STIGs, NIST's USGCB, or Red Hat's Security Response Team's content, all are supported by OpenSCAP.
Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy to use correctly, and harder to misuse.
OWASP is an online community, produces freely-available articles, methodologies, documentation, tools, and technologies in the field of web application security.
Open Vulnerability and Assessment Language is a community effort to standardize how to assess and report upon the machine state of computer systems. OVAL includes a language to encode system details, and community repositories of content. Tools and services that use OVAL provide enterprises with accurate, consistent, and actionable information to improve their security.
ClamAV is an open source antivirus engine for detecting trojans, viruses, malware & other malicious threats.
Microsoft Open Source Software Security
Cloudflare Open Source Security
The Seven Properties of Highly Secure Devices
How Layer 7 of the Internet Works
The 7 Kinds of Security
The Libgcrypt Reference Manual
The Open Web Application Security Project(OWASP) Foundation Top 10
Best Practices for Using Open Source Code from The Linux Foundation
AWS Certified Security - Specialty Certification
Microsoft Certified: Azure Security Engineer Associate
Google Cloud Certified Professional Cloud Security Engineer
Cisco Security Certifications
The Red Hat Certified Specialist in Security: Linux
Linux Professional Institute LPIC-3 Enterprise Security Certification
Cybersecurity Training and Courses from IBM Skills
Cybersecurity Courses and Certifications by Offensive Security
RSA Certification Program
Check Point Certified Security Expert(CCSE) Certification
Check Point Certified Security Administrator(CCSA) Certification
Check Point Certified Security Master (CCSM) Certification
Certified Cloud Security Professional(CCSP) Certification
Certified Information Systems Security Professional (CISSP) Certification
CCNP Routing and Switching
Certified Information Security Manager(CISM)
Wireshark Certified Network Analyst (WCNA)
Juniper Networks Certification Program Enterprise (JNCP)
Security Training Certifications and Courses from Udemy
Security Training Certifications and Courses from Coursera
Security Certifications Training from Pluarlsight
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Differential Privacy is a system that simultaneously enables researchers and analysts to extract useful insights from datasets containing personal information and offers stronger privacy protections. This is achieved by introducing "statistical noise".
Statistical Noise is a process that small aletrations to masked datasets. The statistical noise hides identifiable characteristics of individuals, ensuring that the privacy of personal information is protected, but it's small enough to not materially impact the accuracy of the answers extracted by analysts and researchers.
Laplacian Noise is a mechanism that adds Laplacian-distributed noise to a function.
Above is a simple diagram of how Differential Privacy-Preserving Data Sharing and Data Mining protects a User's Data
PySyft is a Python library for secure and private Deep Learning. PySyft decouples private data from model training, using Federated Learning, Differential Privacy, and Encrypted Computation (like Multi-Party Computation (MPC) and Homomorphic Encryption (HE) within the main Deep Learning frameworks like PyTorch and TensorFlow.
TensorFlow Privacy is a Python library that includes implementations of TensorFlow optimizers for training machine learning models with differential privacy. The library comes with tutorials and analysis tools for computing the privacy guarantees provided.
TensorFlow Federated (TFF) is an open-source framework for machine learning and other computations on decentralized data. TFF has been developed to facilitate open research and experimentation with Federated Learning (FL), an approach to machine learning where a shared global model is trained across many participating clients that keep their training data locally.
Privacy on Beam is an end-to-end differential privacy solution built on Apache Beam. It is intended to be usable by all developers, regardless of their differential privacy expertise.
PyDP is a Python wrapper for Google's Differential Privacy project.
PennyLane is a cross-platform Python library for differentiable programming of quantum computers. By training a quantum computer the same way as a neural network.
BoTorch is a library for Bayesian Optimization built on PyTorch.
PyTorch Geometric (PyG) is a geometric deep learning extension library for PyTorch.
Skorch is a scikit-learn compatible neural network library that wraps PyTorch.
Diffprivlib is the IBM Differential Privacy Library for experimenting with, investigating and developing applications in, differential privacy.
Opacus is a library that enables training PyTorch models with differential privacy. It supports training with minimal code changes required on the client, has little impact on training performance and allows the client to online track the privacy budget expended at any given moment.
Smart Noise is a toolkit that uses state-of-the-art differential privacy (DP) techniques to inject noise into data, to prevent disclosure of sensitive information and manage exposure risk.
Differential Privacy Blog Series by the National Institute of Standards and Technology(NIST)
Apple's Differential Privacy Overview
Learning with Privacy at Scale with Apple Machine Learning
Microsoft Research Differential Privacy Overview
Responsible Machine Learning with Microsoft Azure
Responsible AI Resources with Microsoft AI
Preserve data privacy by using differential privacy and the SmartNoise package
Open Differential Privacy(OpenDP) Initiative by Microsoft and Harvard
Google's Differential Privacy Library
Computing Private Statistics with Privacy on Beam from Google Codelabs
Introducing TensorFlow Privacy: Learning with Differential Privacy for Training Data
TensorFlow Federated: Machine Learning on Decentralized Data
Federated Analytics: Collaborative Data Science without Data Collection
Differentially-Private Stochastic Gradient Descent(DP-SGD)
Learning Differential Privacy from Harvard University Privacy Tools Project
Harvard University Privacy Tools Project Courses & Educational Materials
The Weaknesses of Differential Privacy course on Coursera
The Differential Privacy of Bayesian Inference
Simultaneous private learning of multiple concepts
The Complexity of Computing the Optimal Composition of Differential Privacy
Order revealing encryption and the hardness of private learning
SAP HANA data anonymization using SAP Software Solutions
SAP HANA Security using their In-Memory Database
DEFCON Differential Privacy Training Launch
Secure and Private AI course on Udacity
Differential Privacy - Security and Privacy for Big Data - Part 1 course on Coursera
Differential Privacy - Security and Privacy for Big Data - Part 2 course on Coursera
Certified Ethical Emerging Technologist Professional Certificate course on Coursera
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CNCF Cloud Native Interactive Landscape
Build Cloud-Native applications in Microsoft Azure
Cloud-Native application development for Google Cloud
Cloud-Native development for Amazon Web Services
Cloud Native Applications with VMware Tanzu
Cloud Native Computing Foundation Training and Certification Program
Cloud Foundry Developer Training and Certification Program
Cloud-Native Architecture Course on Pluralsight
AWS Fundamentals: Going Cloud-Native on Coursera
Developing Cloud-Native Apps w/ Microservices Architectures course on Udemy
How load balancing works for cloud native applications with Azure Application Gateway on Linkedin Learning
Developing Cloud Native Applications course on edX
Cloud Native courses from IBM
Application Framework
Spring Boot is an open-source micro framework maintained by Pivotal, which was acquired by VMware in 2019. It provides Java developers with a platform to get started with an auto configurable production-grade Spring application.
Apache Mesos is a cluster manager that provides efficient resource isolation and sharing across distributed applications, or frameworks. It can run Hadoop, Jenkins, Spark, Aurora, and other frameworks on a dynamically shared pool of nodes.
Apache Spark is a unified analytics engine for big data processing, with built-in modules for streaming, SQL, machine learning and graph processing.
Apache Hadoop is a framework that allows for the distributed processing of large data sets across clusters of computers using simple programming models. It is designed to scale up from single servers to thousands of machines, each offering local computation and storage. Rather than rely on hardware to deliver high-availability, the library itself is designed to detect and handle failures at the application layer, so delivering a highly-available service on top of a cluster of computers, each of which may be prone to failures.
Runtime Platform
BOSH is a tool that prepares your infrastructure for what needs to be managed. BOSH espouses software engineering best practices, such as continuous delivery, by making it easy to create software releases that automatically update complex distributed systems with simple commands.Due to the flexibility and power of BOSH, Google and VMware made it the heart of the Kubo project, now called the Cloud Foundry Container Runtime, based on Kubernetes.
Infrastructure Automatation
Maven is a build automation tool used primarily for Java projects. Maven can also be used to build and manage projects written in C#, Ruby, Scala, and other languages. The Maven project is hosted by the Apache Software Foundation.
Gradle is an open-source build-automation system that builds upon the concepts of Apache Ant and Apache Maven and introduces a Groovy-based domain-specific language instead of the XML form used by Apache Maven for declaring the project configuration.
Chef is an effortless Infrastructure Suite offers visibility into security and compliance status across all infrastructure and makes it easy to detect and correct issues long before they reach production.
Puppet is an open source tool that makes continuous integration and delivery of your software on traditional or containerized infrastructure easy by pulling together all your existing tools and giving you flexibility to deploy your way.
Ansible is an open-source software provisioning, configuration management, and application-deployment tool. It runs on many Unix-like systems, and can configure both Unix-like systems as well as Microsoft Windows.
Salt is Python-based, open-source software for event-driven IT automation, remote task execution, and configuration management. Supporting the "Infrastructure as Code" approach to data center system and network deployment and management, configuration automation, SecOps orchestration, vulnerability remediation, and hybrid cloud control.
Terraform is an open-source infrastructure as code software tool created by HashiCorp.It enables users to define and provision a datacenter infrastructure using a high-level configuration language known as Hashicorp Configuration Language (HCL), or optionally JSON.
Cloud Infrastructure
Amazon web service(AWS) is a platform that offers flexible, reliable, scalable, easy-to-use and cost-effective cloud computing solutions. The AWS platform is developed with a combination of infrastructure as a service (IaaS), platform as a service (PaaS) and packaged software as a service (SaaS) offerings.
Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
Azure DevOps is a set of services for teams to share code, track work, and ship software; CLIs Build, deploy, diagnose, and manage multi-platform, scalable apps and services; Azure Pipelines Continuously build, test, and deploy to any platform and cloud; Azure Lab Services Set up labs for classrooms, trials, development and testing, and other scenarios.
Azure Draft is a tool for developers to create cloud-native applications on Kubernetes.
Google Cloud Platform integrates industry-leading tools(data management, hybrid & multi-cloud, and AI & ML) with Cloud Storage for enhanced support with everything from security and data transfer, to data backup and archive. Expand all . Backup, archival, and disaster recovery. Along with File systems and gateways.
OpenStack is a free and open-source software platform for cloud computing, mostly deployed as infrastructure-as-a-service that controls large pools of compute, storage, and networking resources throughout a datacenter, managed through a dashboard or via the OpenStack API. OpenStack works with popular enterprise and open source technologies making it ideal for heterogeneous infrastructure.
Cloud Foundry is an open source, multi cloud application platform as a service that makes it faster and easier to build, test, deploy and scale applications, providing a choice of clouds, developer frameworks, and application services. It is an open source project and is available through a variety of private cloud distributions and public cloud instances.
Bamboo is a continuous integration (CI) server that can be used to automate the release management for a software application, creating a continuous delivery pipeline.
Drone is a Continuous Delivery system built on container technology. Drone uses a simple YAML configuration file, a superset of docker-compose, to define and execute Pipelines inside Docker containers.
Travis CI is a hosted continuous integration service used to build and test software projects hosted at GitHub.
Circle CI is a continuous integration and continuous delivery platform that helps software teams work smarter, faster.
Team City is a build management and continuous integration server from JetBrains.
Shippable simplifies DevOps and makes it systematic with an Assembly Line platform that is heterogeneous, flexible, and provides complete visibility across your DevOps workflows.
Spinnaker is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence.
Prow is a Kubernetes based CI/CD system. Jobs can be triggered by various types of events and report their status to many different services. In addition to job execution, Prow provides GitHub automation in the form of policy enforcement, chat-ops via /foo style commands, and automatic PR merging. Prow has a microservice architecture implemented as a collection of container images that run as Kubernetes deployments.
AWS ECS is a highly scalable, high-performance container orchestration service that supports Docker containers and allows you to easily run and scale containerized applications on AWS. Amazon ECS eliminates the need for you to install and operate your own container orchestration software, manage and scale a cluster of virtual machines, or schedule containers on those virtual machines.
AWS CodeBuild is a fully managed continuous integration service that compiles source code, runs tests, and produces software packages that are ready to deploy. With CodeBuild, you don't need to provision, manage, and scale your own build servers.
CFEngine is an open-source configuration management system, written by Mark Burgess.Its primary function is to provide automated configuration and maintenance of large-scale computer systems, including the unified management of servers, desktops, consumer and industrial devices, embedded networked devices, mobile smartphones, and tablet computers.
Octpus Deploy is the deployment automation server for your entire team, designed to make it easy to orchestrate releases and deploy applications, whether on-premises or in the cloud.
AWS CodeDeploy is a fully managed deployment service that automates software deployments to a variety of compute services such as Amazon EC2, AWS Fargate, AWS Lambda, and your on-premises servers. AWS CodeDeploy makes it easier for you to rapidly release new features, helps you avoid downtime during application deployment, and handles the complexity of updating your applications.
AWS Lambda is an event-driven, serverless computing platform provided by Amazon as a part of the Amazon Web Services. It is a computing service that runs code in response to events and automatically manages the computing resources required by that code.
Traefik is an open-source Edge Router that makes publishing your services a fun and easy experience. It receives requests on behalf of your system and finds out which components are responsible for handling them. What sets Traefik apart, besides its many features, is that it automatically discovers the right configuration for your services.
Kubernetes is an open-source container-orchestration system for automating application deployment, scaling, and management. It was originally designed by Google, and is now maintained by the Cloud Native Computing Foundation.
Google Kubernetes Engine (GKE) is a managed, production-ready environment for deploying containerized applications.
OpenShift is focused on security at every level of the container stack and throughout the application lifecycle. It includes long-term, enterprise support from one of the leading Kubernetes contributors and open source software companies.
Rancher is a complete software stack for teams adopting containers. It addresses the operational and security challenges of managing multiple Kubernetes clusters, while providing DevOps teams with integrated tools for running containerized workloads.
Docker is a set of platform as a service products that use OS-level virtualization to deliver software in packages called containers. Containers are isolated from one another and bundle their own software, libraries and configuration files; they can communicate with each other through well-defined channels. All containers are run by a single operating-system kernel and are thus more lightweight than virtual machines.
Rook is an open source cloud-native storage orchestrator for Kubernetes that turns distributed storage systems into self-managing, self-scaling, self-healing storage services. It automates the tasks of a storage administrator: deployment, bootstrapping, configuration, provisioning, scaling, upgrading, migration, disaster recovery, monitoring, and resource management.
Podman(the POD MANager) is a tool for managing OCI containers and pods.
Rkt is a pod-native container engine for Linux. It is composable, secure, and built on standards.
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GitHub provides hosting for software development version control using Git. It offers all of the distributed version control and source code management functionality of Git as well as adding its own features. It provides access control and several collaboration features such as bug tracking, feature requests, task management, and wikis for every project.
GitHub Codespaces is an integrated development environment(IDE) on GitHub. That allows developers to develop entirely in the cloud using Visual Studio and Visual Studio Code.
GitHub Actions will automate, customize, and execute your software development workflows right in your repository with GitHub Actions. You can discover, create, and share actions to perform any job you'd like, including CI/CD, and combine actions in a completely customized workflow.GitHub Actions for Azure you can create workflows that you can set up in your repository to build, test, package, release and deploy to Azure.Learn more about all other integrations with Azure.
GitLab is a web-based DevOps lifecycle tool that provides a Git-repository manager providing wiki, issue-tracking and CI/CD pipeline features, using an open-source license, developed by GitLab Inc.
Jenkins is a free and open source automation server. Jenkins helps to automate the non-human part of the software development process, with continuous integration and facilitating technical aspects of continuous delivery.
Bitbucket is a web-based version control repository hosting service owned by Atlassian, for source code and development projects that use either Mercurial or Git revision control systems. Bitbucket offers both commercial plans and free accounts. It offers free accounts with an unlimited number of private repositories. Bitbucket integrates with other Atlassian software like Jira, HipChat, Confluence and Bamboo.
Bamboo is a continuous integration (CI) server that can be used to automate the release management for a software application, creating a continuous delivery pipeline.
Codecov is the leading, dedicated code coverage solution. It provides highly integrated tools to group, merge, archive and compare coverage reports. Whether your team is comparing changes in a pull request or reviewing a single commit, Codecov will improve the code review workflow and quality.
Drone is a Continuous Delivery system built on container technology. Drone uses a simple YAML configuration file, a superset of docker-compose, to define and execute Pipelines inside Docker containers.
Travis CI is a hosted continuous integration service used to build and test software projects hosted at GitHub.
Circle CI is a continuous integration and continuous delivery platform that helps software teams work smarter, faster.
Zuul-CI is a program that drives continuous integration, delivery, and deployment systems with a focus on project gating and interrelated projects. Using the same Ansible playbooks to deploy your system and run your tests.
Artifactory is a Universal Artifact Repository Manager developed by JFrog. It supports all major packages, enterprise ready security, clustered, HA, Docker registry, multi-site replication and scalable.
Azure DevOps is a set of services for teams to share code, track work, and ship software; CLIs Build, deploy, diagnose, and manage multi-platform, scalable apps and services; Azure Pipelines Continuously build, test, and deploy to any platform and cloud; Azure Lab Services Set up labs for classrooms, trials, development and testing, and other scenarios.
Team City is a build management and continuous integration server from JetBrains.
Shippable simplifies DevOps and makes it systematic with an Assembly Line platform that is heterogeneous, flexible, and provides complete visibility across your DevOps workflows.
Spinnaker is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence.
AWS CodeBuild is a fully managed continuous integration service that compiles source code, runs tests, and produces software packages that are ready to deploy. With CodeBuild, you don't need to provision, manage, and scale your own build servers.
Selenium is a free (open source) automated testing suite for web applications across different browsers and platforms.
Cucumber is a tool based on Behavior Driven Development (BDD) framework which is used to write acceptance tests for the web application. It allows automation of functional validation in easily readable and understandable format (like plain English) to Business Analysts, Developers, and Testers.
JUnit is a unit testing framework for the Java programming language.
Mocha is a JavaScript test framework for Node.js programs, featuring browser support, asynchronous testing, test coverage reports, and use of any assertion library.
Karma is a simple tool that allows you to execute JavaScript code in multiple real browsers.
Jasmine is an open source testing framework for JavaScript. It aims to run on any JavaScript-enabled platform, to not intrude on the application nor the IDE, and to have easy-to-read syntax.
Maven is a build automation tool used primarily for Java projects. Maven can also be used to build and manage projects written in C#, Ruby, Scala, and other languages. The Maven project is hosted by the Apache Software Foundation.
Gradle is an open-source build-automation system that builds upon the concepts of Apache Ant and Apache Maven and introduces a Groovy-based domain-specific language instead of the XML form used by Apache Maven for declaring the project configuration.
Chef is an effortless Infrastructure Suite offers visibility into security and compliance status across all infrastructure and makes it easy to detect and correct issues long before they reach production.
Puppet is an open source tool that makes continuous integration and delivery of your software on traditional or containerized infrastructure easy by pulling together all your existing tools and giving you flexibility to deploy your way.
Ansible is an open-source software provisioning, configuration management, and application-deployment tool. It runs on many Unix-like systems, and can configure both Unix-like systems as well as Microsoft Windows.
KubeInit provides Ansible playbooks and roles for the deployment and configuration of multiple Kubernetes distributions.
Salt is Python-based, open-source software for event-driven IT automation, remote task execution, and configuration management. Supporting the "Infrastructure as Code" approach to data center system and network deployment and management, configuration automation, SecOps orchestration, vulnerability remediation, and hybrid cloud control.
Terraform is an open-source infrastructure as code software tool created by HashiCorp.It enables users to define and provision a datacenter infrastructure using a high-level configuration language known as Hashicorp Configuration Language (HCL), or optionally JSON.
Consul is a service networking solution to connect and secure services across any runtime platform and public or private cloud.
Packer is lightweight, runs on every major operating system, and is highly performant, creating machine images for multiple platforms in parallel. Packer does not replace configuration management like Chef or Puppet. In fact, when building images, Packer is able to use tools like Chef or Puppet to install software onto the image.
Nomad is a highly available, distributed, data-center aware cluster and application scheduler designed to support the modern datacenter with support for long-running services, batch jobs, and much more.
Vagrant is a tool for building and managing virtual machine environments in a single workflow. With an easy-to-use workflow and focus on automation, Vagrant lowers development environment setup time and increases production parity.
Vault is a tool for securely accessing secrets. A secret is anything that you want to tightly control access to, such as API keys, passwords, certificates, and more. Vault provides a unified interface to any secret, while providing tight access control and recording a detailed audit log.
CFEngine is an open-source configuration management system, written by Mark Burgess.Its primary function is to provide automated configuration and maintenance of large-scale computer systems, including the unified management of servers, desktops, consumer and industrial devices, embedded networked devices, mobile smartphones, and tablet computers.
Octpus Deploy is the deployment automation server for your entire team, designed to make it easy to orchestrate releases and deploy applications, whether on-premises or in the cloud.
AWS CodeDeploy is a fully managed deployment service that automates software deployments to a variety of compute services such as Amazon EC2, AWS Fargate, AWS Lambda, and your on-premises servers. AWS CodeDeploy makes it easier for you to rapidly release new features, helps you avoid downtime during application deployment, and handles the complexity of updating your applications.
Kubernetes is an open-source container-orchestration system for automating application deployment, scaling, and management. It was originally designed by Google, and is now maintained by the Cloud Native Computing Foundation.
Docker is a set of platform as a service products that use OS-level virtualization to deliver software in packages called containers. Containers are isolated from one another and bundle their own software, libraries and configuration files; they can communicate with each other through well-defined channels. All containers are run by a single operating-system kernel and are thus more lightweight than virtual machines.
PowerShell/PowerShell Core is a cross-platform (Windows, Linux, and macOS) automation and configuration tool/framework that works well with your existing tools and is optimized for dealing with structured data (eg JSON, CSV, XML, etc.), REST APIs, and object models. It includes a command-line shell, an associated scripting language and a framework for processing cmdlets.
Hyper-V creates virtual machines on Windows 10. Hyper-V can be enabled in many ways including using the Windows 10 control panel, PowerShell or using the Deployment Imaging Servicing and Management tool (DISM).
Cloud Hypervisor is an open source Virtual Machine Monitor (VMM) that runs on top of KVM. The project focuses on exclusively running modern, cloud workloads, on top of a limited set of hardware architectures and platforms. Cloud workloads refers to those that are usually run by customers inside a cloud provider. Cloud Hypervisor is implemented in Rust and is based on the rust-vmm crates.
VMware vSphere Hypervisor is a bare-metal hypervisor that virtualizes servers; allowing you to consolidate your applications while saving time and money managing your IT infrastructure.
VMware vSphere is the industry-leading compute virtualization platform, and your first step to application modernization. It has been rearchitected with native Kubernetes to allow customers to modernize the 70 million+ workloads now running on vSphere.
VMware Tanzu is a centralized management platform for consistently operating and securing your Kubernetes infrastructure and modern applications across multiple teams and private/public clouds.
Rancher is a complete software stack for teams adopting containers. It addresses the operational and security challenges of managing multiple Kubernetes clusters, while providing DevOps teams with integrated tools for running containerized workloads.
K3s is a highly available, certified Kubernetes distribution designed for production workloads in unattended, resource-constrained, remote locations or inside IoT appliances.
Rook is an open source cloud-native storage orchestrator for Kubernetes that turns distributed storage systems into self-managing, self-scaling, self-healing storage services. It automates the tasks of a storage administrator: deployment, bootstrapping, configuration, provisioning, scaling, upgrading, migration, disaster recovery, monitoring, and resource management.
Google Kubernetes Engine (GKE) is a managed, production-ready environment for deploying containerized applications.
Anthos is a modern application management platform that provides a consistent development and operations experience for cloud and on-premises environments.
AWS ECS is a highly scalable, high-performance container orchestration service that supports Docker containers and allows you to easily run and scale containerized applications on AWS. Amazon ECS eliminates the need for you to install and operate your own container orchestration software, manage and scale a cluster of virtual machines, or schedule containers on those virtual machines.
Apache Mesos is a cluster manager that provides efficient resource isolation and sharing across distributed applications, or frameworks. It can run Hadoop, Jenkins, Spark, Aurora, and other frameworks on a dynamically shared pool of nodes.
Apache Spark is a unified analytics engine for big data processing, with built-in modules for streaming, SQL, machine learning and graph processing.
Apache Hadoop is a framework that allows for the distributed processing of large data sets across clusters of computers using simple programming models. It is designed to scale up from single servers to thousands of machines, each offering local computation and storage. Rather than rely on hardware to deliver high-availability, the library itself is designed to detect and handle failures at the application layer, so delivering a highly-available service on top of a cluster of computers, each of which may be prone to failures.
Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
Azure Functions is a solution for easily running small pieces of code, or "functions," in the cloud. You can write just the code you need for the problem at hand, without worrying about a whole application or the infrastructure to run it.
Rkt is a pod-native container engine for Linux. It is composable, secure, and built on standards.
AWS Lambda is an event-driven, serverless computing platform provided by Amazon as a part of the Amazon Web Services. It is a computing service that runs code in response to events and automatically manages the computing resources required by that code.
Helm is the Kubernetes Package Manager.
Kubespray is a tool that combines Kubernetes and Ansible to easily install Kubernetes clusters that can be deployed on AWS, GCE, Azure, OpenStack, vSphere, Packet (bare metal), Oracle Cloud Infrastructure (Experimental), or Baremetal
Red Hat OpenShift is focused on security at every level of the container stack and throughout the application lifecycle. It includes long-term, enterprise support from one of the leading Kubernetes contributors and open source software companies.
OpenShift Hive is an operator which runs as a service on top of Kubernetes/OpenShift. The Hive service can be used to provision and perform initial configuration of OpenShift 4 clusters.
OKD is a community distribution of Kubernetes optimized for continuous application development and multi-tenant deployment. OKD adds developer and operations-centric tools on top of Kubernetes to enable rapid application development, easy deployment and scaling, and long-term lifecycle maintenance for small and large teams.
Odo is a fast, iterative, and straightforward CLI tool for developers who write, build, and deploy applications on Kubernetes and OpenShift.
Kata Operator is an operator to perform lifecycle management (install/upgrade/uninstall) of Kata Runtime on Openshift as well as Kubernetes cluster.
Knative is a Kubernetes-based platform to build, deploy, and manage modern serverless workloads. Knative takes care of the operational overhead details of networking, autoscaling (even to zero), and revision tracking.
Etcd is a distributed key-value store that provides a reliable way to store data that needs to be accessed by a distributed system or cluster of machines. Etcd is used as the backend for service discovery and stores cluster state and configuration for Kubernetes.
OpenStack is a free and open-source software platform for cloud computing, mostly deployed as infrastructure-as-a-service that controls large pools of compute, storage, and networking resources throughout a datacenter, managed through a dashboard or via the OpenStack API. OpenStack works with popular enterprise and open source technologies making it ideal for heterogeneous infrastructure.
Cloud Foundry is an open source, multi cloud application platform as a service that makes it faster and easier to build, test, deploy and scale applications, providing a choice of clouds, developer frameworks, and application services. It is an open source project and is available through a variety of private cloud distributions and public cloud instances.
Splunk software is used for searching, monitoring, and analyzing machine-generated big data, via a Web-style interface.
Prometheus is a free software application used for event monitoring and alerting. It records real-time metrics in a time series database (allowing for high dimensionality) built using a HTTP pull model, with flexible queries and real-time alerting.
Loki is a horizontally-scalable, highly-available, multi-tenant log aggregation system inspired by Prometheus. It is designed to be very cost effective and easy to operate. It does not index the contents of the logs, but rather a set of labels for each log stream.
Thanos is a set of components that can be composed into a highly available metric system with unlimited storage capacity, which can be added seamlessly on top of existing Prometheus deployments.
Container Storage Interface (CSI) is an API that lets container orchestration platforms like Kubernetes seamlessly communicate with stored data via a plug-in.
OpenEBS is a Kubernetes-based tool to create stateful applications using Container Attached Storage.
ElasticSearch is a search engine based on the Lucene library. It provides a distributed, multitenant-capable full-text search engine with an HTTP web interface and schema-free JSON documents. Elasticsearch is developed in Java.
Logstash is a tool for managing events and logs. When used generically, the term encompasses a larger system of log collection, processing, storage and searching activities.
Kibana is an open source data visualization plugin for Elasticsearch. It provides visualization capabilities on top of the content indexed on an Elasticsearch cluster. Users can create bar, line and scatter plots, or pie charts and maps on top of large volumes of data.
New Relic is a SaaS-based monitoring tool that fully supports the way DevOps teams work in the modern enterprise by streamlining your workflows with today's collaboration software and orchestration tools like Puppet, Chef, and Ansible.
Nagios is a free and open source computer-software application that monitors systems, networks and infrastructure. Nagios offers monitoring and alerting services for servers, switches, applications and services. It alerts users when things go wrong and alerts them a second time when the problem has been resolved.
SonarQube is an open-source platform developed by SonarSource for continuous inspection of code quality to perform automatic reviews with static analysis of code to detect bugs, code smells, and security vulnerabilities on 20+ programming languages.
Genie is a federated job orchestration engine developed by Netflix. Genie provides REST APIs to run a variety of big data jobs like Hadoop, Pig, Hive, Spark, Presto, Sqoop and more. It also provides APIs for managing the metadata of many distributed processing clusters and the commands and applications which run on them.
Inviso is a lightweight tool that provides the ability to search for Hadoop jobs, visualize the performance, and view cluster utilization.
Fenzo is a scheduler Java library for Apache Mesos frameworks that supports plugins for scheduling optimizations and facilitates cluster autoscaling.
Dynomite is a thin, distributed dynamo layer for different storage engines and protocols, which includes Redis and Memcached. Dynomite supports multi-datacenter replication and is designed for High Availability(HA).
Dyno is a tool that is used to scale a Java client application utilizing Dynomite.
Raigad is a process/tool that runs alongside Elasticsearch to automate backup/recovery, Deployments and Centralized Configuration management.
Priam is a process/tool that runs alongside Apache Cassandra to automate backup/recovery, Deployments and Centralized Configuration management.
Chaos Monkey is a resiliency tool used to randomly terminates virtual machine instances and containers that run inside of your production environment. Chaos Monkey should work with any backend that Spinnaker supports (AWS, Google Compute Engine, Microsoft Azure, Kubernetes, and Cloud Foundry).
Falcor is a JavaScript library for efficient data fetching. Falcor lets you represent all your remote data sources as a single domain model via a virtual JSON graph, whether in memory on the client or over the network on the server.
Restify is a framework, utilizing connect style middleware for building REST APIs.
Traefik is an open source Edge Router that makes publishing your services a fun and easy experience. It receives requests on behalf of your system and finds out which components are responsible for handling them. What sets Traefik apart, besides its many features, is that it automatically discovers the right configuration for your services.
Jira is a proprietary issue tracking product developed by Atlassian that allows bug tracking and agile project management.
Pivotal Tracker is the agile project management tool of choice for developers around the world for real-time collaboration around a shared, prioritized backlog.
Trello is a web-based Kanban-style list-making application that gives you perspective over all your projects, at work and at home.
Microsoft Teams is the hub for team collaboration in Office 365 that integrates the people, content, and tools your team needs to be more engaged and effective.
Slack is a cloud-based proprietary instant messaging platform developed by Slack Technologies.
OpsGenie is a cloud-based service for dev & ops teams, providing reliable alerts, on-call schedule management and escalations. OpsGenie integrates with monitoring tools & services, ensures the right people are notified.
Pagerduty automates processes built on best practices, allowing you to focus on higher value parts of incident response. Granular and scalable permissions enable teams to administer and operate independently while controlling visibility.
Veracode is a leading provider of enterprise-class application security, seamlessly integrating agile security solutions for organizations around the globe. In addition to application security services and secure devops services, Veracode provides a full security assessment to ensure your website and applications are secure, and ensures full enterprise data protection.
DevOps Engineering on AWS from AWS Training
AWS Certified DevOps Engineer - Professional from A Cloud Guru
Microsoft Certified: DevOps Engineer Expert Cert.
Introduction to Azure DevOps from A Cloud Guru
Architecting with Google Compute Engine
Architecting with Google Kubernetes Engine in Google Cloud
VMware Training and Certification Program
Cloudera Certification Program
Salesforce Certification Program
Salesforce Superbadges
Red Hat Training and Certification Program
Linux Foundation Training and Certification Program
Linux Professional Institute(LPI) Training and Certification
Learn DevOps with Online Courses and Lessons from edX
Top DevOps Courses Online from Udemy
Devops Courses from Coursera
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Flutter is Google's UI toolkit for crafting beautiful, natively compiled applications for mobile(Andorid and iOS), web, and desktop(Windows, MacOS, Linux, and Google Fuchsia) from a single codebase. Flutter works with existing code, is used by developers and organizations around the world, and is free and open source.
Flutter Gems is a curated package guide for Flutter which functionally categorizes some of the most useful and popular flutter packages available on pub.dev Flutter Gems A Flutter package landscape guide comprising 1500+ neatly categorized useful and popular packages.
Dart is an open-source, scalable programming language, with robust libraries and runtimes, for building web, server, and mobile apps using the Flutter framework.
Flutter documentation
Style Guide for Flutter
Creating your first Flutter app
Build and release an Android app using Flutter
Flutter Tools & techniques
Dart and Flutter: The Complete Developer's Guide on Udemy
Creating an Interactive Story with Flutter on Coursera
Flutter for Beginners course on Pluralsight
Flutter Online Training Courses on LinkedIn Learning
The Complete Flutter App Development Bootcamp with Dart by App Brewery
Adding Firebase to your Flutter app
Using Firebase and Firestore with Flutter
Fuchsia Project
Getting Started with Fuchsia
Fuchsia Reference
Contributing to Fuchsia
Firebase is a Backend-as-a-Service (BaaS) app development platform that provides hosted backend services such as a realtime database, cloud storage, authentication, crash reporting, machine learning, remote configuration, and hosting for your static files.
FlutterFire is a set of Flutter plugins that enable Flutter apps to use Firebase services. You can follow an example that shows how to use these plugins in the Firebase for Flutter codelab.
FlutterBoost is a Flutter plugin which enables hybrid integration of Flutter for your existing native apps with minimum efforts.
Go-flutter is a package that brings Flutter to the desktop. project implements the Flutter's Embedding API using a single code base that runs on Windows, macOS, and Linux. For rendering, GLFW fits the job because it provides the right abstractions over the OpenGL's Buffer/Mouse/Keyboard for each platform.
Appwrite is a secure end-to-end backend server for Web, Mobile, and Flutter developers that is packaged as a set of Docker containers for easy deployment.
Fluro is a Flutter routing library that adds flexible routing options like wildcards, named parameters and clear route definitions.
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AWS Certified Security - Specialty Certification
Microsoft Certified: Azure Security Engineer Associate
Google Cloud Certified Professional Cloud Security Engineer
Cisco Security Certifications
The Red Hat Certified Specialist in Security: Linux
Linux Professional Institute LPIC-3 Enterprise Security Certification
Cybersecurity Training and Courses from IBM Skills
Cybersecurity Courses and Certifications by Offensive Security
Citrix Certified Associate – Networking(CCA-N)
Citrix Certified Professional – Virtualization(CCP-V)
CCNP Routing and Switching
Certified Information Security Manager(CISM)
Wireshark Certified Network Analyst (WCNA)
Juniper Networks Certification Program Enterprise (JNCP)
Networking courses and specializations from Coursera
Network & Security Courses from Udemy
Network & Security Courses from edX
• Connection: In networking, a connection refers to pieces of related information that are transferred through a network. This generally infers that a connection is built before the data transfer (by following the procedures laid out in a protocol) and then is deconstructed at the at the end of the data transfer.
• Packet: A packet is, generally speaking, the most basic unit that is transferred over a network. When communicating over a network, packets are the envelopes that carry your data (in pieces) from one end point to the other.
Packets have a header portion that contains information about the packet including the source and destination, timestamps, network hops. The main portion of a packet contains the actual data being transferred. It is sometimes called the body or the payload.
• Network Interface: A network interface can refer to any kind of software interface to networking hardware. For instance, if you have two network cards in your computer, you can control and configure each network interface associated with them individually.
A network interface may be associated with a physical device, or it may be a representation of a virtual interface. The "loop-back" device, which is a virtual interface to the local machine, is an example of this.
• LAN: LAN stands for "local area network". It refers to a network or a portion of a network that is not publicly accessible to the greater internet. A home or office network is an example of a LAN.
• WAN: WAN stands for "wide area network". It means a network that is much more extensive than a LAN. While WAN is the relevant term to use to describe large, dispersed networks in general, it is usually meant to mean the internet, as a whole.
If an interface is connected to the WAN, it is generally assumed that it is reachable through the internet.
• Protocol: A protocol is a set of rules and standards that basically define a language that devices can use to communicate. There are a great number of protocols in use extensively in networking, and they are often implemented in different layers.
Some low level protocols are TCP, UDP, IP, and ICMP. Some familiar examples of application layer protocols, built on these lower protocols, are HTTP (for accessing web content), SSH, TLS/SSL, and FTP.
• Port: A port is an address on a single machine that can be tied to a specific piece of software. It is not a physical interface or location, but it allows your server to be able to communicate using more than one application.
• Firewall: A firewall is a program that decides whether traffic coming into a server or going out should be allowed. A firewall usually works by creating rules for which type of traffic is acceptable on which ports. Generally, firewalls block ports that are not used by a specific application on a server.
• NAT: Network address translation is a way to translate requests that are incoming into a routing server to the relevant devices or servers that it knows about in the LAN. This is usually implemented in physical LANs as a way to route requests through one IP address to the necessary backend servers.
• VPN: Virtual private network is a means of connecting separate LANs through the internet, while maintaining privacy. This is used as a means of connecting remote systems as if they were on a local network, often for security reasons.
While networking is often discussed in terms of topology in a horizontal way, between hosts, its implementation is layered in a vertical fashion throughout a computer or network. This means is that there are multiple technologies and protocols that are built on top of each other in order for communication to function more easily. Each successive, higher layer abstracts the raw data a little bit more, and makes it simpler to use for applications and users. It also allows you to leverage lower layers in new ways without having to invest the time and energy to develop the protocols and applications that handle those types of traffic.
As data is sent out of one machine, it begins at the top of the stack and filters downwards. At the lowest level, actual transmission to another machine takes place. At this point, the data travels back up through the layers of the other computer. Each layer has the ability to add its own "wrapper" around the data that it receives from the adjacent layer, which will help the layers that come after decide what to do with the data when it is passed off.
One method of talking about the different layers of network communication is the OSI model. OSI stands for Open Systems Interconnect.This model defines seven separate layers. The layers in this model are:
• Application: The application layer is the layer that the users and user-applications most often interact with. Network communication is discussed in terms of availability of resources, partners to communicate with, and data synchronization.
• Presentation: The presentation layer is responsible for mapping resources and creating context. It is used to translate lower level networking data into data that applications expect to see.
• Session: The session layer is a connection handler. It creates, maintains, and destroys connections between nodes in a persistent way.
• Transport: The transport layer is responsible for handing the layers above it a reliable connection. In this context, reliable refers to the ability to verify that a piece of data was received intact at the other end of the connection. This layer can resend information that has been dropped or corrupted and can acknowledge the receipt of data to remote computers.
• Network: The network layer is used to route data between different nodes on the network. It uses addresses to be able to tell which computer to send information to. This layer can also break apart larger messages into smaller chunks to be reassembled on the opposite end.
• Data Link: This layer is implemented as a method of establishing and maintaining reliable links between different nodes or devices on a network using existing physical connections.
• Physical: The physical layer is responsible for handling the actual physical devices that are used to make a connection. This layer involves the bare software that manages physical connections as well as the hardware itself (like Ethernet).
The TCP/IP model, more commonly known as the Internet protocol suite, is another layering model that is simpler and has been widely adopted.It defines the four separate layers, some of which overlap with the OSI model:
• Application: In this model, the application layer is responsible for creating and transmitting user data between applications. The applications can be on remote systems, and should appear to operate as if locally to the end user.
The communication takes place between peers network.
• Transport: The transport layer is responsible for communication between processes. This level of networking utilizes ports to address different services. It can build up unreliable or reliable connections depending on the type of protocol used.
• Internet: The internet layer is used to transport data from node to node in a network. This layer is aware of the endpoints of the connections, but does not worry about the actual connection needed to get from one place to another. IP addresses are defined in this layer as a way of reaching remote systems in an addressable manner.
• Link: The link layer implements the actual topology of the local network that allows the internet layer to present an addressable interface. It establishes connections between neighboring nodes to send data.
Interfaces are networking communication points for your computer. Each interface is associated with a physical or virtual networking device. Typically, your server will have one configurable network interface for each Ethernet or wireless internet card you have. In addition, it will define a virtual network interface called the "loopback" or localhost interface. This is used as an interface to connect applications and processes on a single computer to other applications and processes. You can see this referenced as the "lo" interface in many tools.
Networking works by piggybacks on a number of different protocols on top of each other. In this way, one piece of data can be transmitted using multiple protocols encapsulated within one another.
Media access control is a communications protocol that is used to distinguish specific devices. Each device is supposed to get a unique MAC address during the manufacturing process that differentiates it from every other device on the internet. Addressing hardware by the MAC address allows you to reference a device by a unique value even when the software on top may change the name for that specific device during operation. Media access control is one of the only protocols from the link layer that you are likely to interact with on a regular basis.
The IP protocol is one of the fundamental protocols that allow the internet to work. IP addresses are unique on each network and they allow machines to address each other across a network. It is implemented on the internet layer in the IP/TCP model. Networks can be linked together, but traffic must be routed when crossing network boundaries. This protocol assumes an unreliable network and multiple paths to the same destination that it can dynamically change between. There are a number of different implementations of the protocol. The most common implementation today is IPv4, although IPv6 is growing in popularity as an alternative due to the scarcity of IPv4 addresses available and improvements in the protocols capabilities.
ICMP: internet control message protocol is used to send messages between devices to indicate the availability or error conditions. These packets are used in a variety of network diagnostic tools, such as ping and traceroute. Usually ICMP packets are transmitted when a packet of a different kind meets some kind of a problem. Basically, they are used as a feedback mechanism for network communications.
TCP: Transmission control protocol is implemented in the transport layer of the IP/TCP model and is used to establish reliable connections. TCP is one of the protocols that encapsulates data into packets. It then transfers these to the remote end of the connection using the methods available on the lower layers. On the other end, it can check for errors, request certain pieces to be resent, and reassemble the information into one logical piece to send to the application layer. The protocol builds up a connection prior to data transfer using a system called a three-way handshake. This is a way for the two ends of the communication to acknowledge the request and agree upon a method of ensuring data reliability. After the data has been sent, the connection is torn down using a similar four-way handshake. TCP is the protocol of choice for many of the most popular uses for the internet, including WWW, FTP, SSH, and email. It is safe to say that the internet we know today would not be here without TCP.
UDP: User datagram protocol is a popular companion protocol to TCP and is also implemented in the transport layer. The fundamental difference between UDP and TCP is that UDP offers unreliable data transfer. It does not verify that data has been received on the other end of the connection. This might sound like a bad thing, and for many purposes, it is. However, it is also extremely important for some functions. It's not required to wait for confirmation that the data was received and forced to resend data, UDP is much faster than TCP. It does not establish a connection with the remote host, it simply fires off the data to that host and doesn't care if it is accepted or not. Since UDP is a simple transaction, it is useful for simple communications like querying for network resources. It also doesn't maintain a state, which makes it great for transmitting data from one machine to many real-time clients. This makes it ideal for VOIP, games, and other applications that cannot afford delays.
HTTP: Hypertext transfer protocol is a protocol defined in the application layer that forms the basis for communication on the web. HTTP defines a number of functions that tell the remote system what you are requesting. For instance, GET, POST, and DELETE all interact with the requested data in a different way.
JSON Web Token (JWT) is a compact URL-safe means of representing claims to be transferred between two parties. The claims in a JWT are encoded as a JSON object that is digitally signed using JSON Web Signature (JWS).
OAuth 2.0 is an open source authorization framework that enables applications to obtain limited access to user accounts on an HTTP service, such as Amazon, Google, Facebook, Microsoft, Twitter GitHub, and DigitalOcean. It works by delegating user authentication to the service that hosts the user account, and authorizing third-party applications to access the user account.
FTP: File transfer protocol is in the application layer and provides a way of transferring complete files from one host to another. It is inherently insecure, so it is not recommended for any externally facing network unless it is implemented as a public, download-only resource.
DNS: Domain name system is an application layer protocol used to provide a human-friendly naming mechanism for internet resources. It is what ties a domain name to an IP address and allows you to access sites by name in your browser.
SSH: Secure shell is an encrypted protocol implemented in the application layer that can be used to communicate with a remote server in a secure way. Many additional technologies are built around this protocol because of its end-to-end encryption and ubiquity. There are many other protocols that we haven't covered that are equally important. However, this should give you a good overview of some of the fundamental technologies that make the internet and networking possible.
KVM (for Kernel-based Virtual Machine) is a full virtualization solution for Linux on x86 hardware containing virtualization extensions (Intel VT or AMD-V). It consists of a loadable kernel module, kvm.ko, that provides the core virtualization infrastructure and a processor specific module, kvm-intel.ko or kvm-amd.ko.
QEMU is a fast processor emulator using a portable dynamic translator. QEMU emulates a full system, including a processor and various peripherals. It can be used to launch a different Operating System without rebooting the PC or to debug system code.
Hyper-V enables running virtualized computer systems on top of a physical host. These virtualized systems can be used and managed just as if they were physical computer systems, however they exist in virtualized and isolated environment. Special software called a hypervisor manages access between the virtual systems and the physical hardware resources. Virtualization enables quick deployment of computer systems, a way to quickly restore systems to a previously known good state, and the ability to migrate systems between physical hosts.
VirtManager is a graphical tool for managing virtual machines via libvirt. Most usage is with QEMU/KVM virtual machines, but Xen and libvirt LXC containers are well supported. Common operations for any libvirt driver should work.
oVirt is an open-source distributed virtualization solution, designed to manage your entire enterprise infrastructure. oVirt uses the trusted KVM hypervisor and is built upon several other community projects, including libvirt, Gluster, PatternFly, and Ansible.Founded by Red Hat as a community project on which Red Hat Enterprise Virtualization is based allowing for centralized management of virtual machines, compute, storage and networking resources, from an easy-to-use web-based front-end with platform independent access.
Xen is focused on advancing virtualization in a number of different commercial and open source applications, including server virtualization, Infrastructure as a Services (IaaS), desktop virtualization, security applications, embedded and hardware appliances, and automotive/aviation.
Ganeti is a virtual machine cluster management tool built on top of existing virtualization technologies such as Xen or KVM and other open source software. Once installed, the tool assumes management of the virtual instances (Xen DomU).
Packer is an open source tool for creating identical machine images for multiple platforms from a single source configuration. Packer is lightweight, runs on every major operating system, and is highly performant, creating machine images for multiple platforms in parallel. Packer does not replace configuration management like Chef or Puppet. In fact, when building images, Packer is able to use tools like Chef or Puppet to install software onto the image.
Vagrant is a tool for building and managing virtual machine environments in a single workflow. With an easy-to-use workflow and focus on automation, Vagrant lowers development environment setup time, increases production parity, and makes the "works on my machine" excuse a relic of the past. It provides easy to configure, reproducible, and portable work environments built on top of industry-standard technology and controlled by a single consistent workflow to help maximize the productivity and flexibility of you and your team.
VMware Workstation is a hosted hypervisor that runs on x64 versions of Windows and Linux operating systems; it enables users to set up virtual machines on a single physical machine, and use them simultaneously along with the actual machine.
VirtualBox es un potente producto de virtualización x86 y AMD64/Intel64 para uso empresarial y doméstico. Not only is VirtualBox an extremely feature rich, high performance product for enterprise customers.
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SQL is a standard language for storing, manipulating and retrieving data in relational databases.
SQL Tutorial by W3Schools
Learn SQL Skills Online from Coursera
SQL Courses Online from Udemy
SQL Online Training Courses from LinkedIn Learning
Learn SQL For Free from Codecademy
GitLab's SQL Style Guide
OracleDB SQL Style Guide Basics
Tableau CRM: BI Software and Tools
Databases on AWS
Best Practices and Recommendations for SQL Server Clustering in AWS EC2.
Connecting from Google Kubernetes Engine to a Cloud SQL instance.
Educational Microsoft Azure SQL resources
MySQL Certifications
SQL vs. NoSQL Databases: What's the Difference?
What is NoSQL?
Azure Data Studio is an open source data management tool that enables working with SQL Server, Azure SQL DB and SQL DW from Windows, macOS and Linux.
Azure SQL Database is the intelligent, scalable, relational database service built for the cloud. It's evergreen and always up to date, with AI-powered and automated features that optimize performance and durability for you. Serverless compute and Hyperscale storage options automatically scale resources on demand, so you can focus on building new applications without worrying about storage size or resource management.
Azure SQL Managed Instance is a fully managed SQL Server Database engine instance that's hosted in Azure and placed in your network. This deployment model makes it easy to lift and shift your on-premises applications to the cloud with very few application and database changes. Managed instance has split compute and storage components.
Azure Synapse Analytics is a limitless analytics service that brings together enterprise data warehousing and Big Data analytics. It gives you the freedom to query data on your terms, using either serverless or provisioned resources at scale. It brings together the best of the SQL technologies used in enterprise data warehousing, Spark technologies used in big data analytics, and Pipelines for data integration and ETL/ELT.
MSSQL for Visual Studio Code is an extension for developing Microsoft SQL Server, Azure SQL Database and SQL Data Warehouse everywhere with a rich set of functionalities.
SQL Server Data Tools (SSDT) is a development tool for building SQL Server relational databases, Azure SQL Databases, Analysis Services (AS) data models, Integration Services (IS) packages, and Reporting Services (RS) reports. With SSDT, a developer can design and deploy any SQL Server content type with the same ease as they would develop an application in Visual Studio or Visual Studio Code.
Bulk Copy Program is a command-line tool that comes with Microsoft SQL Server. BCP, allows you to import and export large amounts of data in and out of SQL Server databases quickly snd efficeiently.
SQL Server Migration Assistant is a tool from Microsoft that simplifies database migration process from Oracle to SQL Server, Azure SQL Database, Azure SQL Database Managed Instance and Azure SQL Data Warehouse.
SQL Server Integration Services is a development platform for building enterprise-level data integration and data transformations solutions. Use Integration Services to solve complex business problems by copying or downloading files, loading data warehouses, cleansing and mining data, and managing SQL Server objects and data.
SQL Server Business Intelligence(BI) is a collection of tools in Microsoft's SQL Server for transforming raw data into information businesses can use to make decisions.
Tableau is a Data Visualization software used in relational databases, cloud databases, and spreadsheets. Tableau was acquired by Salesforce in August 2019.
DataGrip is a professional DataBase IDE developed by Jet Brains that provides context-sensitive code completion, helping you to write SQL code faster. Completion is aware of the tables structure, foreign keys, and even database objects created in code you're editing.
RStudio is an integrated development environment for R and Python, with a console, syntax-highlighting editor that supports direct code execution, and tools for plotting, history, debugging and workspace management.
MySQL is a fully managed database service to deploy cloud-native applications using the world's most popular open source database.
PostgreSQL is a powerful, open source object-relational database system with over 30 years of active development that has earned it a strong reputation for reliability, feature robustness, and performance.
Amazon DynamoDB is a key-value and document database that delivers single-digit millisecond performance at any scale. It is a fully managed, multiregion, multimaster, durable database with built-in security, backup and restore, and in-memory caching for internet-scale applications.
FoundationDB is an open source distributed database designed to handle large volumes of structured data across clusters of commodity servers. It organizes data as an ordered key-value store and employs ACID transactions for all operations. It is especially well-suited for read/write workloads but also has excellent performance for write-intensive workloads. FoundationDB was acquired by Apple in 2015.
CouchbaseDB is an open source distributed multi-model NoSQL document-oriented database. It creates a key-value store with managed cache for sub-millisecond data operations, with purpose-built indexers for efficient queries and a powerful query engine for executing SQL queries.
IBM DB2 is a collection of hybrid data management products offering a complete suite of AI-empowered capabilities designed to help you manage both structured and unstructured data on premises as well as in private and public cloud environments. Db2 is built on an intelligent common SQL engine designed for scalability and flexibility.
MongoDB is a document database meaning it stores data in JSON-like documents.
OracleDB is a powerful fully managed database helps developers manage business-critical data with the highest availability, reliability, and security.
MariaDB is an enterprise open source database solution for modern, mission-critical applications.
SQLite is a C-language library that implements a small, fast, self-contained, high-reliability, full-featured, SQL database engine.SQLite is the most used database engine in the world. SQLite is built into all mobile phones and most computers and comes bundled inside countless other applications that people use every day.
SQLite Database Browser is an open source SQL tool that allows users to create, design and edits SQLite database files. It lets users show a log of all the SQL commands that have been issued by them and by the application itself.
dbWatch is a complete database monitoring/management solution for SQL Server, Oracle, PostgreSQL, Sybase, MySQL and Azure. Designed for proactive management and automation of routine maintenance in large scale on-premise, hybrid/cloud database environments.
Cosmos DB Profiler is a real-time visual debugger allowing a development team to gain valuable insight and perspective into their usage of Cosmos DB database. It identifies over a dozen suspicious behaviors from your application's interaction with Cosmos DB.
Adminer is an SQL management client tool for managing databases, tables, relations, indexes, users. Adminer has support for all the popular database management systems such as MySQL, MariaDB, PostgreSQL, SQLite, MS SQL, Oracle, Firebird, SimpleDB, Elasticsearch and MongoDB.
DBeaver is an open source database tool for developers and database administrators. It offers supports for JDBC compliant databases such as MySQL, Oracle, IBM DB2, SQL Server, Firebird, SQLite, Sybase, Teradata, Firebird, Apache Hive, Phoenix, and Presto.
DbVisualizer is a SQL management tool that allows users to manage a wide range of databases such as Oracle, Sybase, SQL Server, MySQL, H3, and SQLite.
AppDynamics Database is a management product for Microsoft SQL Server. With AppDynamics you can monitor and trend key performance metrics such as resource consumption, database objects, schema statistics and more, allowing you to proactively tune and fix issues in a High-Volume Production Environment.
Toad is a SQL Server DBMS toolset developed by Quest. It increases productivity by using extensive automation, intuitive workflows, and built-in expertise. This SQL management tool resolve issues, manage change and promote the highest levels of code quality for both relational and non-relational databases.
Lepide SQL Server is an open source storage manager utility to analyse the performance of SQL Servers. It provides a complete overview of all configuration and permission changes being made to your SQL Server environment through an easy-to-use, graphical user interface.
Sequel Pro is a fast MacOS database management tool for working with MySQL. This SQL management tool helpful for interacting with your database by easily to adding new databases, new tables, and new rows.
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Note: GNOME Extenions allow you customize your Desktop layout anyway you want.
Easily turn GNOME Extensions On/Off using the GNOME Shell integration add-on in the Firefox web browser.
Caffeine is a GNOME Shell extension that disables the screensaver and auto suspend
Arc Menu is a GNOME Shell extension that adds an Application Menu for GNOME.
Material Shell is a GNOME Shell extension that adds a modern desktop interface for Linux - packaged as an extension for GNOME Shell. Improve your user experience and get rid of the anarchy of traditional desktop workflows. Designed to simplify navigation and reduce the need to manipulate windows in order to improve productivity. It's meant to be 100% predictable and bring the benefits of tools coveted by professionals to everyone.
Clipboard Indicator is a GNOME Shell extension that adds a clipboard indicator to the top panel, and caches clipboard history.
Blur My Shell is a GNOME Shell extension that adds a blur look to different parts of the GNOME Shell, including the top panel, dash and overview.
GSConnect is a GNOME Shell extension that adds a complete implementation of KDE Connect especially for GNOME Shell with Nautilus, Chrome and Firefox integration. It does not rely on the KDE Connect desktop application and will not work with it installed.
Compiz alike windows effect is a GNOME Shell extension that adds wobbly windows effect inspired by the Compiz one
CPU Power Manager is a GNOME Shell extension that enables you to manage Intel_pstate CPU Frequency scaling driver.
CPU Power Governor is a GNOME Shell extension that enables the ability to swap between kernel governors for the CPU useful for laptops.
CPUFreq is a GNOME Shell extension for System Monitor and Power Manager.
Dash to Panel is a GNOME Shell extension that shows an icon taskbar for the Gnome Shell. This extension moves the dash into the gnome main panel so that the application launchers and system tray are combined into a single panel, similar to that found in KDE Plasma and Windows 7+. A separate dock is no longer needed for easy access to running and favorited applications.
Dash to Dock is a GNOME Shell extension that shows a dock for the Gnome Shell. This extension moves the dash out of the overview transforming it in a dock for an easier launching of applications and a faster switching between windows and desktops. Side and bottom placement options are available.
Removable Drive Menu is a GNOME Shell extension that shows a status menu for accessing and unmounting removable devices.
Snap Manager is a GNOME Shell extension that shows a popup menu in the top bar to easily manage snap tasks (list, changes, refresh, remove, install...). Update notification at session startup.
Sound Input & Output Device Chooser is a GNOME Shell extension that shows a list of sound output and input devices (similar to gnome sound settings) in the status menu below the volume slider. Various active ports like HDMI , Speakers etc. of the same device are also displayed for selection. V20+ needs python as dependency. If you want to continue with the old method without Python, use options to switch off New Port identification. But it works with only English
User Themes is a GNOME Shell extension that lets you load shell themes from user directory.
WinTile: Windows 10 window tiling for GNOME is a hotkey driven window tiling system for GNOME that imitates the standard Win-Arrow keys of Windows 10, allowing you to maximize, maximize to sides, or 1/4 sized to corner across a single or multiple monitors using just Super+Arrow.
Gnome Extensions Sync is a GNOME Shell extension that syncs gnome shell keybindings, tweaks settings and extensions with their configuration across all gnome installations.
Tray Icons: Reloaded is a GNOME Shell extension which bring back Tray Icons to top panel, with additional features.
GitLab extension is a GNOME Shell extension that lets you utilizes the official GitLab API to provide a comfortable overview about your projects, commits & pipelines.
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Below are some of my favorite Ubuntu tutorials from DigitalOcean that also work with Pop!_OS.
How To Set Up Multi-Factor Authentication for SSH on Ubuntu 20.04
How To Configure Nginx as a Web Server and Reverse Proxy for Apache on One Ubuntu 20.04 Server
How To Install and Configure Postfix on Ubuntu 20.04
How To Install and Use SQLite on Ubuntu 20.04
How To Deploy a React Application with Nginx on Ubuntu 20.04
How to Optimize WordPress on Ubuntu 20.04
How To Acquire a Let's Encrypt Certificate Using DNS Validation with certbot-dns-digitalocean on Ubuntu 20.04
How To Build a Slackbot in Python on Ubuntu 20.04
How To Back Up, Restore, and Migrate a MongoDB Database on Ubuntu 20.04
How To Set Up an Ubuntu 20.04 Server on a DigitalOcean Droplet
How To Set Up Physical Streaming Replication with PostgreSQL 12 on Ubuntu 20.04
How To Install and Use Docker Compose on Ubuntu 20.04
How To Remotely Access GUI Applications Using Docker and Caddy on Ubuntu 20.04
How To Install MySQL on Ubuntu 20.04
How To Set Up Mattermost on Ubuntu 20.04
How To Set Up a Remote Desktop with X2Go on Ubuntu 20.04
How To Install and Configure Drone on Ubuntu 20.04
How To Create a Self-Signed SSL Certificate for Apache in Ubuntu 20.04
How To Install the Django Web Framework on Ubuntu 20.04
How To Install Jenkins on Ubuntu 20.04
How To Use Traefik v2 as a Reverse Proxy for Docker Containers on Ubuntu 20.04
How To Sandbox Processes With Systemd On Ubuntu 20.04
How To Host a Website Using Cloudflare and Nginx on Ubuntu 20.04
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