注意：您可以使用这个方便的扩展 Markdown PDF 在 VSCode 中轻松地将此 Markdown 文件转换为 PDF。
入门
获取软件
赌博
游戏开发
设置 macOS 工作区
设置 Windows 10 工作区
在 Linux 上使用 Android 和 Android 应用程序
专业音频/视频编辑
库伯内斯
机器学习
机器人技术
开源安全
差异隐私
云原生开发
开发运营开发
颤振开发
联网
数据库
GNOME 扩展
高级主题
Pop!_OS 是 System76 开发的一款操作系统（基于 Ubuntu），供 STEM 和创意专业人士使用计算机作为发现和创造的工具。
Pop!_OS COSMIC（计算机操作系统主界面组件）是 System76 开发的自定义桌面环境。这使得通过鼠标、键盘和/或触控板导航桌面工作流程变得更加简单和高效。
PipeWire 是一个用于处理多媒体管道的服务器和用户空间 API。它在音频和视频设备之上提供了一个低延迟、基于图形的处理引擎，可用于支持当前由pulseaudio和JACK处理的用例。 PipeWire 采用强大的安全模型进行设计，可以轻松地与容器化应用程序中的音频和视频设备进行交互。图中的节点可以实现为单独的进程，与套接字通信并使用 fd 传递交换多媒体内容。
Pop!_OS 和 Ubuntu 之间的差异
System76 支持（提出问题/提交票证）
System76 笔记本电脑
System76 台式机
噗！_OS GitHub
流行！_OS reddit
Popsicle 是一个 Linux 实用程序，用于并行刷新多个 USB 设备，用 Rust 编写。
冰棒用户界面
Etcher 是一款开源、跨平台软件，可以轻松地将操作系统映像闪存到 microSD 卡或 USB 设备。
蚀刻机用户界面
Iced 是 Rust 的跨平台 GUI 库，专注于简单性和类型安全。灵感来自榆树。它具有简单、易于使用、包含电池的 API 类型安全、反应式编程模型 跨平台支持（Windows、macOS、Linux 和 Web） 响应式布局 内置小部件（包括文本输入、可滚动和更多的。）
Slint 是一款快速、简单的 UI 工具包 优点 流畅 创建流畅、触摸友好的用户界面 跨平台 目标嵌入式设备和桌面应用程序 多语言 直观 API 采用您最喜爱的编程语言（C++、Rust、JavaScript） 快速设计 通过 Live 快速迭代-预览任务。
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回到顶部
注 1：所有这些软件也可在其他流行的 Linux 发行版中使用，例如 Debian、Linux Mint、elementary OS、Fedora、Manjaro Linux、EndeavourOS 和 Arch Linux。
注 2：对于不习惯使用命令行或需要 Pop!_Shop 中未提供的软件的新用户，请查看基本应用程序部分以开始使用。此外，如果您进一步向下滚动，您会看到通过 Flathub、Snap Store 和 AppImages 获取软件应用程序的其他简单方法。
CrossOver Linux® 是一个 Microsoft Windows 兼容层（基于 WINE（Wine 不是模拟器））。 CrossOver 兼容层使数以千计的基于 Windows 的应用程序能够在 Linux、macOS 或 Chrome 操作系统上运行。
Adobe Lightroom Online 照片编辑器是 Adobe Photoshop Lightroom 的在线网络版本。需要 Adobe 帐户才能登录应用程序。
Adobe Spark(Web) 是一款可让您制作炫酷的社交图形、短视频和网页的应用程序。需要 Adobe 帐户才能登录应用程序。
Photopea 是一款先进的在线图像编辑器，支持 PSD、XCF、Sketch、XD 和 CDR 格式。 （Adobe Photoshop、GIMP、Sketch 应用程序、Adobe XD、CorelDRAW）。
Master PDF Editor 是一款简单易用的应用程序，用于处理 PDF 文档，具有强大的多用途功能。使用 Master PDF Editor，您可以轻松查看、创建和修改 PDF 文档。
VMware Workstation Player 是在 Windows 或 Linux PC 上运行单个虚拟机的理想实用程序。组织使用 Workstation Player 提供托管的企业桌面，而学生和教育工作者则使用它进行学习和培训。
VMware Workstation Pro 是在单个 Linux 或 Windows PC 上将多个操作系统作为虚拟机 (VM) 运行的行业标准。为任何设备、平台或云构建、测试或演示软件的 IT 专业人士、开发人员和企业都依赖 Workstation Pro。
WinApps for Linux 是一个在 Linux (Ubuntu/Fedora) 和 GNOME/KDE 中运行 Microsoft Office 和 Adobe 等 Windows 应用程序的程序，就好像它们是本机操作系统的一部分一样，包括用于右键单击特定 mime 类型的文件的 Nautilus 集成打开它们。
DaVinci Resolve 视频编辑器是一款完整的视频编辑解决方案，将专业 8K 编辑、色彩校正、视觉效果和音频后期制作全部结合在一个软件工具中。
Reaper Audio 编辑器是一款完整的计算机数字音频制作应用程序，提供完整的多轨音频和 MIDI 录音、编辑、处理、混音和母带处理工具集。
MATLAB Online 允许用户通过 Google Chrome 等 Web 浏览器使用 MATLAB 和 Simulink。
Timeshift for Linux 是一款提供类似于 Windows 中的系统还原功能和 Mac OS 中的 Time Machine 工具的功能的应用程序。 Timeshift 通过定期拍摄文件系统的增量快照来保护您的系统。这些快照可以在以后恢复以撤消对系统的所有更改。
Stacer 是一个开源系统优化器和应用程序监视器，可帮助用户管理整个系统。也可作为 AppImage 使用。
Nativefier 是一个命令行工具，可以通过最少的配置轻松为任何网站创建桌面应用程序。应用程序由 Electron（在底层使用 Chromium）包装在操作系统可执行文件（.app、.exe 等）中，以便在 Windows、macOS 和 Linux 上使用。
App Outlet 是一个通用应用程序商店（Flatpaks、Snaps 和 AppImages），其灵感来自 Linux App Store 在线服务。
FlatHub 是 Flatpak 应用程序的构建和分发服务。
FlatHub论坛
在 Pop!_OS 上安装 snap
Snap Store 是 Snap 应用程序的构建和分发服务。
Snapcraft 论坛
AppImageHub 是 AppImage 应用程序的构建和分发服务。
AppImage Manager 是 AppImage 的包管理器。
应用图像论坛
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Xbox 无线控制器 + USB-C® 电缆
Xbox 控制器
PlayStation 5 DualSense™ 无线控制器
注意：请确保使用 Bottles 来运行此固件。
PS 5 DualSense™ 控制器
任天堂 Switch Pro 控制器
任天堂 Switch Pro 控制器
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OBS（开放广播软件）是用于视频录制和直播的免费开源软件。流式传输到 Twitch、YouTube 和许多其他提供商或使用高品质 H264 / AAC 编码录制您自己的视频。 OBS Studio在版本 27 中添加了原生 PipeWire 和 Wayland 支持。
在 Ubuntu 上安装 OBS Studio：
sudo add-apt-repository ppa:obsproject/obs-studio sudo apt update sudo apt install ffmpeg obs-studio
或者
OBS工作室
OBS PipeWire 音频捕获插件为 OBS Studio 添加了 3 个源，以使用 PipeWire 捕获音频输出、输入和应用程序。
OBS Scale To Sound 是 OBS Studio 的一个插件，它添加了一个过滤器，可以根据您选择的任何音频源的音频电平来进行源缩放。
OBS Studio Full-loaded 是一个适用于基于 Ubuntu/Debian 的系统的脚本，它安装 OBS Studio 以及预加载的额外功能和插件。该项目由 Martin Wimpress 开发和维护。
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Steam Flatpak 可在 FlatHub 上使用。
Steam Remote Play Together 是一项 Steam 服务，可让您通过互联网免费与朋友分享您的 Steam 本地多人游戏。使用远程同乐，一名玩家拥有并运行游戏，然后最多四名玩家可以加入。
Proton 是一款与 Steam 客户端配合使用的工具，它允许 Windows 独有的游戏在 Linux 操作系统上运行。它使用 Wine 来促进这一点。
ProtonUp-Qt 是一个使用图形用户界面安装和管理 Proton-GE 和 Luxtorpeda for Steam 以及 Wine-GE for Lutris 的工具。基于 AUNaseef 的 ProtonUp，使用 Python 3 和 Qt 6 制作。
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ProtonDB 收集了其他游戏玩家在 Linux 上使用 Proton 测试游戏时提供的超过 100,000 份游戏报告，并提供游戏性能的总分。越来越多的建议提供了一些调整，您可以在 Proton 继续开发的同时尝试让游戏正常运行。除此之外，您还可以探索此站点上的 Steam 游戏目录，以浏览和发现以前无法在 Linux 上使用的各种游戏。
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Lutris 是一款 Linux 游戏客户端。它使您可以访问除当前一代游戏机之外的所有视频游戏。此外，与其他商店（如 GOG、Steam、Battle.net、Origin、Uplay 和许多其他来源）完美集成，允许您导入现有的游戏库和社区维护的安装脚本，为您提供完全自动化的设置。
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添加 Epic 游戏商店
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暴雪战网是由动视暴雪娱乐开发的基于互联网的在线游戏、数字发行和数字版权管理平台。 Battle.net 是《魔兽世界》、《暗黑破坏神 III》、《星际争霸 II》、《炉石传说》、《风暴英雄》、《守望先锋》和《使命召唤》的启动器。
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EA Play 是艺电公司为 Xbox One、Xbox Series X/S、PlayStation 4、PlayStation 5 和 Microsoft Windows 平台提供的一项基于订阅的视频游戏服务，提供对艺电公司发行的精选游戏的访问权限以及额外的奖励。
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Origin 是艺电公司开发的一个在线游戏、数字发行和数字版权管理（DRM）平台，允许用户在互联网上购买 PC 和移动平台的游戏，并使用 Origin 客户端（以前的 EA Download Manager、EA Downloader）下载游戏。和 EA 链接）。
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Ubisoft Connect 是由 Ubisoft 创建的数字发行、数字版权管理、多人游戏和通信服务，旨在提供与其他游戏公司提供的成就/奖杯类似的体验。
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GOG GALAXY 是一个完全可选的客户端，用于安装、玩和更新您的游戏。
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GameHub 是所有游戏的统一库。它允许您将不同平台的游戏存储到一个程序中，以便您更轻松地管理游戏。
游戏中心支持：
Linux 原生游戏
多个兼容层：
多个游戏平台：
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Heroic 是一款适用于 Linux、Windows 和 macOS 的开源游戏启动器（适用于使用 Crossover 的本机游戏和 Windows 游戏）。它支持使用 Legendary（Epic Games Launcher 的 CLI 替代方案）从 Epic Games Store 启动游戏。用于英雄游戏启动器的 Flatpak
Epic Games Store 是一个适用于 Microsoft Windows 和 macOS 的数字视频游戏店面，由 Epic Games 运营。
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Geforce NOW 是 NVIDIA 的云游戏服务。
Moonlight Game Streaming 是一个程序，可让您通过 Internet 流式传输 PC 游戏，无需任何配置。几乎可以从任何设备进行流式传输，无论您是在另一个房间还是距离游戏设备数英里。
Chiaki 是一款免费开源软件客户端，适用于 PlayStation 4 和 PlayStation 5 Remote Play，适用于 Linux、FreeBSD、OpenBSD、Android、macOS、Windows、Nintendo Switch 以及更多平台。千秋弗莱帕克
Xbox Cloud Gaming 是 Microsoft 基于云的 Xbox 游戏流技术（目前处于测试阶段） 。在您的移动设备或 Chrome 网络浏览器上玩《极限竞速：地平线 4》、《光环 5：守护者》、《战争机器 4》、《盗贼之海》、《茶杯头》、《荒野大镖客：救赎 2》等游戏以及 100 多种其他游戏。 Xbox 云游戏确实需要 Xbox Game Pass Ultimate 订阅。
Stadia 是 Google 的游戏平台，可让您在已有的屏幕上立即玩自己喜欢的视频游戏。通过 Chromecast 与 Google TV、笔记本电脑、台式机、平板电脑或兼容手机在电视上玩游戏。 Stadia Pro 是一项订阅服务（每月 9.99 美元），可解锁越来越多的免费游戏，供您在 Stadia 上玩。
Parsec 是一个视频游戏流媒体平台，提供多种游戏和类型可供选择，并提供高品质、流畅的游戏体验。 SParsec 的开发是为了提供高品质、流畅的游戏体验，同时不含所有广告和游戏内购买。
Amazon Luna 是亚马逊的云游戏服务。 Amazon Luna 兼容/支持多种设备和浏览器。
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EmulationStation 桌面版 (ES-DE) 是一款前端应用程序，用于浏览和启动多平台游戏集中的游戏。它适用于 Unix/Linux、macOS（M1 和 Intel）和 Windows。
Pegasus 是一个跨平台、可定制的图形前端，用于启动模拟器、管理游戏库（尤其是复古游戏）并从一个地方启动它们。它专注于可定制性、跨平台支持（包括嵌入式设备）和高性能。
RetroPie 是模拟器的前端，可让您将 Raspberry Pi、ODroid C1/C2 或 PC 变成复古游戏机。它建立在 Raspbian、EmulationStation、RetroArch 和许多其他项目的基础上，使您能够以最少的设置玩您最喜欢的街机、家庭控制台和经典 PC 游戏。
RetroArch 是模拟器、游戏引擎和媒体播放器的前端。它使您能够通过其流畅的图形界面在各种计算机和控制台上运行经典游戏。设置也统一，配置一劳永逸。 RetroArch Flatpak
Dolphin 是最近两款任天堂视频游戏机的模拟器：GameCube 和 Wii。它允许 PC 游戏玩家以全高清 (1080p) 享受这两款游戏机的游戏，并具有多项增强功能：与所有 PC 控制器的兼容性、涡轮速度、网络多人游戏等等。海豚弗莱帕克
Citra 是 Nintendo 3DS 的开源模拟器，能够玩许多您喜爱的游戏。西特拉·弗莱帕克
yuzu 是 Citra.Yuzu Flatpak 的创建者为 Nintendo Switch 开发的实验性开源模拟器
m64p 是任天堂 64 模拟器。它使用 mupen64plus-gui，一个用 Qt5 编写的全新 mupen64plus 前端。它支持您期望从前端获得的所有功能（保存状态管理、暂停、屏幕截图）。 m64p Flatpak
DeSmuME 是一款任天堂 DS 模拟器。 DeSmuME 扁平包装
Snes9x 是一款便携式免费软件超级任天堂娱乐系统 (SNES) 模拟器。 Snes9x Flatpak
bsnes 是一款超级任天堂 (SNES) 模拟器，专注于性能、功能和易用性。 BSNEFlatpak
mGBA 是一款用于运行 Game Boy Advance 游戏的新模拟器。它的目标是比许多现有的 Game Boy Advance 模拟器更快、更准确，并添加其他模拟器缺乏的功能。 mGBA Flatpak
DOSBox 是一个开源 DOS 模拟器，主要专注于运行 DOS 游戏。
DOSBox Staging 是一个完整的 x86 CPU 模拟器（独立于主机架构），能够运行需要实模式或保护模式的 DOS 程序。 DOSBox 暂存 Flatpak
Flycast 是一款源自 reicast 的多平台 Sega Dreamcast、Naomi 和 Atomiswave 模拟器。 Flycast Flatpak
DuckStation 是 Sony PlayStation 1 控制台的模拟器/仿真器，专注于可玩性、速度和长期可维护性。在 Flathub 上以 Flatpak 形式提供。
PCSX2 是 PlayStation 2“模拟器”，这是一个免费程序，尝试复制 PlayStation 2 控制台，使您能够在 PC 上玩 PS2 游戏。 PCSX2 平板包
RPCS3 是一个实验性开源索尼 PlayStation 3 模拟器和调试器，用 C++ 编写，适用于 Windows 和 Linux。 RPCS3 于 2011 年 5 月由其创始人 DH 和 Hykem 开始开发。该模拟器目前能够运行超过 1800 个由 Vulkan 和 OpenGL 提供支持的商业游戏。 RPCS3 扁平包
MAME 是一款街机模拟器。
xemu 是一个原始的 Xbox 模拟器。
Xenia 是 Xbox 360 模拟器。
另请查看这些 subreddits 以获取更多精彩游戏模拟器推荐
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Bottles 是一款软件工具，可让您在 Linux 上运行 Windows 软件。它的内置依赖安装系统授予自动软件兼容性访问权限。下载管理器可以下载官方组件，例如：运行器（Wine、Proton）、DXVK、依赖项等。可在 FlatHub 上获取。
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GreenWithEnvy (GWE) 是由 Roberto Leinardi 设计的 GTK 系统实用程序，用于提供信息、控制风扇以及对 NVIDIA 显卡进行超频以获得更好的性能。在 FlatHub 上以 Flatpak 形式提供。
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AMD FidelityFX 超分辨率 (FSR)是一种开源高质量解决方案，用于从较低分辨率输入生成高分辨率帧。 FSR 为昂贵的渲染操作提供了“实用性能”，例如 AMD RDNA™ 和 AMD RDNA™ 2 架构的硬件光线追踪。
AMD FidelityFX 超分辨率 (FSR) 2.0是一种开源高质量解决方案，用于从较低分辨率输入生成高分辨率帧。它使用时态数据和优化的抗锯齿来提高支持游戏的帧速率，同时提供与原始分辨率相似或更好的图像质量。
AMD Open Source Driver for Vulkan®是适用于 Linux® 上 Radeon™ 图形适配器的开源 Vulkan 驱动程序。它构建在 AMD 的平台抽象库 (PAL) 之上，这是一个共享组件，旨在封装许多 AMD 3D 和计算驱动程序的某些硬件和操作系统特定的编程细节。
Vulkan® 内存分配器 (VMA)是一个库，提供简单且易于集成的 API，可帮助您为 Vulkan® 缓冲区和图像存储分配内存。
Radeon™ 光线追踪分析器 (RRA)是一款用于研究光线追踪应用程序性能并突出潜在瓶颈的工具。
Radeon™ GPU Profiler是一种低级优化工具，可提供有关 Radeon™ GPU 的详细信息。
Radeon™ GPU 分析器是一款适用于 DirectX®、Vulkan®、SPIR-V™、OpenGL® 和 OpenCL™ 的离线编译器和性能分析工具。它可以与 RGP、RMV 和 RDP 一起使用。
Radeon™ 开发者面板 (RDP)是 Radeon™ 开发者工具套件的重要组成部分。它提供了向 AMD Radeon™ 驱动程序发送请求和接收数据的通信通道。
Radeon™ Memory Visualizer (RMV)是一款功能强大的工具，可让用户分析 AMD Radeon GPU 上的视频内存使用情况。
Radeon™ 内存可视化工具 (RMV)
核心控件
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Linux 上 DG2/Alchemist 硬件的版本要求：
注意：对于 Linux 6.0，默认情况下不会公开 DG2 类支持，但需要设置i915.force_probe=[PCI-ID] 模块选项以强制驱动程序初始化显卡。这个问题将在 Linux Kernel 6.2 中得到解决。
在基于 Debian 的系统上：
sudo dmesg | grep -i i915
在基于 Arch Linux 的系统上：
su dmesg | grep -i i915
英特尔 Xe 超级采样 (XeSS) 是一种时间图像升级 AI 渲染技术，可提高图形性能，类似于 NVIDIA 的 DLSS（深度学习超级采样）。英特尔的 Arc GPU 架构（2022 年秋季）将配备配备专用 Xe 核心来运行 XeSS 的 GPU。 GPU 将配备 Xe Matrix eXtenstions 矩阵 (XMX) 引擎，用于硬件加速 AI 处理。 XeSS 将能够在没有 XMX 的设备上运行，包括集成显卡，但 XeSS 在非 Intel 显卡上的性能会较低，因为它将由 DP4a 指令供电。
英特尔 ARC GPU 概述。图片来源：英特尔
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OpenRazer 是 Razer 设备的 Linux 驱动程序集合 - 提供内核驱动程序、DBus 服务和 Python 绑定以与 DBus 接口交互。
OpenRGB 是一个基于网络的软件开发套件，允许第三方软件控制您的所有 RGB。这允许游戏集成、音乐可视化、环境照明以及您可以想象的任何其他功能。它支持华硕、华擎、Corsair、G.Skill、技嘉、HyperX、MSI、Razer、ThermalTake 等。
GX52 是一款 GTK 应用程序，旨在为 Logitech X52 和 X52 Pro HOTAS 的 LED 和 MFD 提供控制
Coolero 是一个用于监视和控制冷却设备的程序。它提供易于使用的用户界面和各种控制功能，还提供实时热性能详细信息。
Piper 是一个用于配置游戏设备（主要是游戏鼠标）的前端 GTK 应用程序。
StreamDeck-UI 是 Elgato Stream Deck 的 Linux 兼容 UI。
Asusctl 是一个控制守护进程、CLI 工具以及用于与 ASUS ROG 笔记本电脑交互的包的集合。
MangoHud 是一个 Vulkan 和 OpenGL 覆盖层，用于监控 FPS、温度、CPU/GPU 负载等。
GOverlay 是一个开源项目，旨在创建图形 UI 来管理 Vulkan/OpenGL 叠加。它仍处于早期开发阶段。
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Geekbench 6 是一个跨平台基准测试，只需按一下按钮即可测量系统的性能。
Phoronix 测试套件
UNIGINE Superposition 是针对 PC 硬件（显卡、电源、冷却系统）的极限性能和稳定性测试。
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WINE（Wine Is Not an Emulator）是一个兼容层，能够在多种 POSIX 兼容操作系统（例如 Linux、macOS 和 BSD）上运行 Windows 应用程序。 Wine 不是像虚拟机或模拟器那样模拟内部 Windows 逻辑，而是将 Windows API 调用即时转换为 POSIX 调用，消除了其他方法的性能和内存损失，并允许您将 Windows 应用程序干净地集成到桌面中。
Winetricks 是解决 Wine 中问题的简单方法。
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Unity是一个跨平台的游戏开发平台。使用 Unity 构建高质量的 3D 和 2D 游戏，将其部署到移动设备、桌面、VR/AR、游戏机或 Web 上，并与忠实而热情的玩家和客户建立联系。
团结中心
虚幻引擎4是Epic Games开发的游戏引擎，拥有全球最开放、最先进的实时3D创作工具。它不断发展，不仅服务于其作为最先进的游戏引擎的最初目的，如今它还为各行业的创作者提供自由和控制，以提供尖端内容、交互式体验和身临其境的虚拟世界。
在虚幻引擎 4 上进行 Linux 游戏开发
Godot Engine 是一款功能丰富的跨平台游戏引擎，可通过统一的界面创建 2D 和 3D 游戏。它提供了一套全面的常用工具，让用户可以专注于制作游戏，而不必重新发明轮子。游戏可以一键导出到多个平台，包括主要桌面平台（Linux、Mac OSX、Windows）以及移动（Android、iOS）和基于网络（HTML5）的平台。
如果您想捐赠给戈多项目
Blender 是免费的开源 3D 创作套件。它支持整个 3D 管道——建模、绑定、动画、模拟、渲染、合成和运动跟踪、视频编辑和 2D 动画管道。
如果您想捐赠给 Blender 项目
Unigine 是一款跨平台游戏引擎，专为开发交互式 3D 应用程序的开发团队（C++/C# 程序员、3D 艺术家）而设计。
GameMaker Studio 2 是 GameMaker 的最新、最伟大的化身。它拥有将您的想法从概念变为成品游戏所需的一切。 GameMaker Studio 2 没有入门障碍且功能强大，是终极的 2D 开发环境。
为 Ubuntu 设置 GameMaker Studio
Panda3D是一个游戏引擎，是一个用于Python和C++程序的3D渲染和游戏开发的框架，由Disney和CMU开发。 Panda3D 是开源的，可以免费用于任何目的，包括商业投资。
Source 2 是 Valve 正在开发的 3D 视频游戏引擎，作为 Source 的继承者。它用于 Dota 2、Artifact、Dota Underlords、The Lab 的部分内容、SteamVR Home 和 Half-Life: Alyx。
开放图形库 (OpenGL) 是一种跨多种编程语言和平台使用的 API，用于当前由 Khronos Group 开发的 2D/3D 矢量图形硬件加速渲染。
开放计算语言 (OpenCL) 是一种异构平台并行编程的开放标准，该平台由 CPU、GPU 以及超级计算机、云服务器、个人计算机、移动设备和嵌入式平台中的其他硬件加速器组成。
OpenGL 着色语言 (GLSL) 是一种基于 C 风格语言的高级着色语言，因此它涵盖了用户期望使用这种语言的大部分功能。比如GLSL中存在控制结构（for循环、if-else语句等），包括switch语句。
高级着色语言 (HLSL) 是 DirectX 的高级着色语言。使用 HLSL，用户可以为 Direct3D 管道创建类似 C 的可编程着色器。 HLSL 最初是使用 DirectX 9 创建的，用于设置可编程 3D 管道。
Vulkan 是一种现代跨平台图形和计算 API，可提供对 PC 和控制台、移动电话和嵌入式平台等各种设备中使用的现代 GPU 的高效、跨平台访问。 Vulkan 目前正在由 Khronos 联盟开发。
MoltenVK 是使用 Apple Metal 图形框架在 iOS 和 macOS 上运行的 Vulkan 实现。
MoltenGL 是 OpenGL ES 2.0 API 的实现，在 Apple 的 Metal 图形框架上运行。
NVIDIA Omniverse 是一个强大的多 GPU 实时模拟和协作平台，适用于基于 Pixar 通用场景描述和 NVIDIA RTX 的 3D 制作管道。
HGIG 是一个由来自游戏和电视显示行业的公司组成的志愿者团体，他们开会制定并向公众提供指导方针，以改善消费者在 HDR 方面的游戏体验。
Three.js 是一个跨浏览器 JavaScript 库和应用程序编程接口，用于使用 WebGL 在 Web 浏览器中创建和显示动画 3D 计算机图形。
Superpowers 是一款可下载的 HTML5 应用程序，用于实时协作项目。您可以像常规离线游戏制作者一样单独使用它，也可以设置密码并让朋友通过他们的网络浏览器加入您的项目。
SteamVR for Linux 是在您选择的硬件上体验 VR 内容的终极工具。 SteamVR 支持 Valve Index、HTC Vive、Oculus Rift、Windows 混合现实耳机等。
SteamVR 主页
OpenVR 是一个 API 和运行时，允许访问来自多个供应商的 VR 硬件（Steam Index、HTC Vive 和 Oculus Rift），而不要求应用程序了解其目标硬件的具体知识。
Steam 上的 OpenVR Benchmark 是第一个基准测试工具，用于可重复地测试您的真实 VR 性能，并在 VR 耳机内部进行渲染。
OpenHMD 是开源 API 和驱动程序，支持各种 HMD（头戴式显示器）设备，例如 Oculus Rift、HTC Vive、Sony PSVR 等。
openXR 是一种免费、开放的标准，提供对增强现实 (AR) 和虚拟现实 (VR)（统称为 XR）平台和设备的高性能访问。
Monado 是第一个适用于 GNU/Linux 的 OpenXR™ 运行时。 Monado 旨在快速启动开源 XR 生态系统的开发，并为设备供应商提供面向 GNU/Linux 平台的基本构建块。
Libsurvive 是一组工具和库，可在基于 lighthouse 和 vive 的系统上实现 6 自由度跟踪，该系统完全开源，可以在任何设备上运行。目前它支持 SteamVR 1.0 和 SteamVR 2.0 代设备，并且应该支持任何市售的跟踪对象。
Simula 是一个运行在 Godot 之上的 Linux VR 窗口管理器。安装时间不到 1 分钟。 Simula 正式兼容配备 Linux 驱动程序的 SteamVR 耳机（例如 HTC Vive、HTC Vive Pro 和 Valve Index）。我们还添加了对具有 Monado 驱动程序（例如 North Star、OSVR HDK 和 PSVR）的 OpenXR 耳机的实验性支持。有些人已经使用 Oculus Rift S 通过 OpenHMD 运行 Simula（请参阅此处）。
虚幻在线学习是一个免费的学习平台，提供实践视频课程和指导学习路径。
虚幻引擎授权培训计划
虚幻教育引擎
虚幻引擎训练与模拟
统一认证
Vulkan入门
Udemy的游戏设计在线课程
来自Skillshare的游戏设计在线课程
通过在线课程和课程从EDX学习游戏设计
Coursera的游戏设计课程
Coursera的游戏设计与开发专业课程
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要求
Open the terminal and run:
sudo apt install qemu uml-utilities virt-manager dmg2img git wget libguestfs-tools p7zip Sosumi是一个应用程序，可以让您在VM中下载并安装MACOS。应用基于MacOS-Simple-KVM。
MacOS的Opencore
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要求
Open the terminal and run:
sudo apt install qemu uml-utilities virt-manager gnome-boxesGNOME盒子是一个应用程序，可让您访问本地或远程运行的虚拟机。它还允许您连接到远程计算机的显示。
Windows 10的OpenCore
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Android Studio是Google Android操作系统（OS）的开发套件。它建立在Jetbrains Intellij Idea软件上，并专门为Android开发设计。它可在Windows，MacOS和Linux上下载。
Android虚拟设备（AVD）是Android Studio中的一种配置，它定义了要在Android Emulator中模拟的Android手机，平板电脑，佩戴OS，Android TV或Automotive OS设备的特性。 Android模拟器在计算机上模拟Android设备，以便您可以在各种设备和Android API级别上测试您的应用程序，而无需使用每个物理设备。
Waydroid是一种基于容器的方法，可在常规Linux系统上引导完整的Android系统。 Android Runtime Environment以最小的自定义Android系统图像送货。该图像当前基于Android 10。
Anbox是一种应用程序，它提供了一种基于容器的方法，可以在Ubuntu，Debian Fedora和OpenSuse等常规GNU/Linux系统上引导完整的Android系统。
Anbox Cloud是由Canonical提供的移动云计算平台。在云中运行Android，以高度和任何类型的硬件运行。
Genymotion是一种非常快速的Android模拟器。该程序本身基于VirtualBox，以其有效的快速速度而闻名，对于在Windows，Mac和Linux桌面上运行Android应用程序是有用的。
桌面
具有高性能的本地虚拟设备。
SCRCPY是一种逐轴的应用，可提供连接在USB（或TCP/IP上）的Android设备的显示和控制。它不需要任何根访问，并且可以在GNU/Linux，Windows和MacOS上使用。 Android 设备至少需要 API 21 (Android 5.0)。
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H.264（AVC）是基于面向块的和运动补偿的整数DCT编码的视频压缩标准，该标准定义了多个支持8K的多个配置文件（工具）和级别（工具）和级别（最大比特率和分辨率）。
H.265（HEVC）是视频压缩标准，是H.264（AVC）的继任者。它在相同的视频质量级别上提供25％至50％的数据压缩，或者以相同的位速率改进视频质量。
FFMPEG是一个领先的多媒体框架，可以解码，编码，transcode，mux，demux，stream，filter和play人类和计算机创建的所有内容。它支持最晦涩的古代格式，直到较最前沿的格式，例如Windows，MacOS和Linux等多个平台。
Handbrake是一种工具，用于从几乎所有格式转码视频，并选择了广泛支持的编解码器。它在窗口，MacOS和Linux上受支持。
HTTP（DASH）上的动态自适应流是一种自适应流协议，它允许视频流根据网络性能在比特率之间切换，以保持视频播放。
OpenMax™是一种跨平台API，通过启用可以在多个操作系统和硅平台上开发，集成和编程的加速多媒体组件来提供全面的流媒体编解码器和应用程序可移植性。
Davinci Resolve是世界上唯一的解决方案，它结合了专业的8K编辑，颜色校正，视觉效果和音频后的生产，全部将其全部组合为一个软件工具！您可以单击一次在编辑，颜色，效果和音频之间立即移动。 Davinci Resolve Studio也是为多用户协作而设计的唯一解决方案，因此编辑，助手，色彩师，VFX艺术家和声音设计师都可以同时在同一项目上进行现场工作。
Blender带有内置的视频序列编辑器，可让您执行基本动作，例如剪切和剪接，以及更复杂的任务，例如视频掩盖或颜色分级。视频编辑器包括：实时预览，Luma波形，Chroma vectorscope和直方图显示。音频混合，同步，擦洗和波形可视化。
Kdenlive是一种开源视频编辑工具，支持无限的多媒体文件。它基于MLT框架KDE和QT。正在寻找包含功能的非常通用的视频编辑工具的人。最新的20.08版本具有诸如接口布局，多个音频流支持，缓存的数据管理和Zoombars和Zoombars和效果面板中的漂亮功能，但有人可能会说此版本的亮点是稳定性和接口改进。
OpenShot是一种开源视频编辑工具，专为编辑环境中的新用户设计。它具有简单的功能，例如简单的拖放功能，它提供了易于使用且快速学习的用户界面。功能强大的视频编辑器提供了许多有效的方法来剪切和修剪视频。您可以自由使用无限的曲目，视频效果引擎，标题编辑器，3D动画，慢动作和时间效果。它支持由FFMPEG（例如WebM（VP9），AVCHD（LIBX264），HEVC（LIBX265）和MMP3（Libmp3lame）和AAC（LIBFAAC）等音频编解码器所支持的常用视频编解码器。该程序可以渲染MPEG4，OGV，Blu-ray和DVD视频，以及用于上传到YouTube等Internet视频网站的完整高清视频。
LightWorks是一种非线性视频编辑鼓掌，用于编辑和掌握电影行业使用的数字视频。它的专业版已用于票房热门歌曲，例如Shutter Island，Pulp Fiction和Mission Essible。恐吓用户界面。像专业的视频编辑器（例如Adobe Premiere Pro）一样，LightWorks对于新用户使用也很复杂。
ShotCut是开源的多平台视频编辑器。您可以执行各种操作，例如视频编辑（包括4K视频质量），添加效果，创建新电影，导入大多数图像文件格式，导出到几乎所有文件格式等等。
Olive是一款免费的非线性视频编辑器，旨在为高端专业视频编辑软件提供功能齐全的替代方案。
Natron是一个强大的数字合成器，可以满足您的所有2D/2.5D需求。它强大的OIIO文件格式和OpenFX体系结构使Natron成为视觉效果社区最灵活的开源合成器。它的界面和功能上的所有平台都相同，例如MacOS，Linux和Windows。
OBS（开放广播软件）是用于视频录制和直播的免费开源软件。流到Twitch，YouTube和许多其他提供商或使用高质量的H264 / AAC编码录制自己的视频。
《收割者》是针对计算机的完整数字音频生产应用程序，它提供了完整的多站音频和MIDI录制，编辑，处理，混合和掌握工具集。修改的。
Jack Audio Connection Kit aka Jack是一款专业的声音服务器守护程序，在实现其API的应用程序之间为音频和MIDI数据提供实时，低延迟连接。可以将Jack配置为通过网络将音频数据发送到“主”计算机，然后将音频输出到物理设备。这对于在不需要其他电缆或硬件混音器的情况下将音频从许多“从属”计算机中混合而有用，并尽可能长时间保持音频路径数字。
Bitwig Studio是一个数字音频工作站，具有线性和非线性工作流，用于声音设计，录制，实时性能等。以及90多种仪器，效果和其他创意工具。它是受支持的Windows，MacOS和Linux。
PipeWire是一种服务器和用户空间API，可处理多媒体管道。它在音频和视频设备上提供了低延迟的基于图形的处理引擎，可用于支持Pulseaudio和Jack当前处理的用例。 PipeWire的设计采用强大的安全模型，使来自容器化应用程序的音频和视频设备变得容易。图中的节点可以作为单独的过程实现，与插座通信并使用FD传递交换多媒体内容。
Yabridge是一种在Linux上使用Windows VST2和VST3插件的现代透明方法。 Yabridge在64位Linux VST主机中使用32位和64位Windows VST2和VST3插件同时无缝支撑，就像它们是本机VST2和VST3插件一样，对插件组的可选支持以启用VST2插件Inter-Plugin通信和快速启动时间。
Sonobus是一种易于使用的应用程序，用于在Internet或本地网络之间在设备之间流式传输高质量的低延迟点对点音频。
Avid Pro Tools是一种为词曲作者，音乐家，制作人和工程师提供的行业标准音频制作软件。
LMMS是一种开源数字音频工作站应用程序。当LMM与适当的计算机硬件配对时，它可以通过安排样品，合成声音，在MIDI键盘上播放以及结合跟踪器和音序器的功能来制作音乐。该程序由Paul Giblock和Tobias Junghans开发，代表“ Linux Multimedia Studio”，并支持便利的插件，使其能够在不同的操作系统上工作。
Ardor是全球团队的开源，包括音乐家，程序员和专业录音工程师的合作努力。开发是透明的 - 任何人都可以观察我们的工作。就像一块好老式硬件一样，您可以打开盒子并在里面看。
Audacity是Windows，Mac OS X，GNU/Linux和其他操作系统的易于使用的多轨音频编辑器和录音机。由一群志愿者开发为开源，并免费提供。惊人的支持社区。
瞥见是基于用于Linux，MacOS和Windows的GNU图像操作程序的跨平台栅格图形编辑器。制作YouTube视频缩略图的好工具。
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Kubernetes（K8S）是一种开源系统，用于自动化容器应用程序的部署，扩展和管理。
使用Kubeadm构建高可用性（HA）集群。资料来源：Kubernetes.io，2020年
Google Kubernetes Engine（GKE）是一个用于运行容器化应用程序的托管的，可进行生产的环境。
Azure Kubernetes服务（AKS）是无服务器的Kubernetes，具有集成的连续集成和连续交付（CI/CD）体验，以及企业级的安全性和治理。将您的开发和运营团队团结在一个平台上，以自信地快速构建，交付和扩展应用程序。
Amazon EKS是一种在多个可用性区域运行Kubernetes控制平面实例以确保高可用性的工具。
Kubernetes（ACK）的AWS控制器是一种新工具，可让您直接从Kubernetes管理AWS服务。 ACK使构建利用AWS服务的可扩展且高度可用的Kubernetes应用程序变得简单。
Kubernetes（OKE）的容器引擎是由Oracle管理的集装箱编排服务，可以减少构建现代云本机应用程序的时间和成本。与大多数其他供应商不同，Oracle Cloud Infrastructure为Kubernetes提供了容器引擎，作为一项在高性能，低成本计算上运行的免费服务。
Anthos是一个现代的应用程序管理平台，为云和本地环境提供一致的开发和运营经验。
Red Hat OpenShift是一个完全管理的Kubernetes平台，为本地，混合和多云部署提供了基础。
OKD是优化用于连续应用程序开发和多租户部署的Kubernetes的社区分布。 OKD在Kubernetes之上添加了以开发人员和以操作为中心的工具，以实现快速的应用程序开发，易于部署和扩展以及针对小型和大型团队的长期生命周期维护。
ODO是在Kubernetes和OpenShift上编写，构建和部署应用程序的开发人员的快速，迭代且直接的CLI工具。
KATA操作员是在OpenShift以及Kubernetes群集上执行Kata运行时进行生命周期管理（安装/升级/卸载）的操作员。
Thanos 是一组组件，可以组成一个具有无限存储容量的高度可用的度量系统，可以无缝添加到现有的 Prometheus 部署之上。
OpenShift Hive是一家运营商，可在Kubernetes/OpenShift顶部运行。 Hive服务可用于提供和执行OpenShift 4群集的初始配置。
ROOK是一种将分布式存储系统变成自我管理，自我缩放，自我修复存储服务的工具。它可以自动化存储管理员的任务：部署，自举，配置，配置，缩放，升级，升级，迁移，灾难恢复，监视和资源管理。
VMware Tanzu是一个集中的管理平台，可在多个团队和私人/公共云中始终如一地运营和确保您的Kubernetes基础架构和现代应用程序。
Kubespray是一种结合Kubernetes和Ansible的工具，可以轻松安装可以部署在AWS，GCE，Azure，OpenStack，vsphere，vSphere，vsphere，bare tacke（Bare Metal），Oracle Cloud Cloud Infrstructure（实验性）或Baremetal或Baremetal或Baremetal上的Kubernetes群集。
Kubeinit为部署和配置多个Kubernetes发行版提供了Ansible剧本和角色。
牧场主是用于采用容器的团队的完整软件堆栈。它解决了管理多个Kubernetes群集的操作和安全挑战，同时为DevOps团队提供了用于运行容器化工作负载的集成工具。
K3S是一款高度可用的，经过认证的Kubernetes发行版，旨在在无人看管的，资源受限的，远程位置或物联网电器内部的生产工作负载。
Helm是Kubernetes软件包管理器工具，它使安装和管理Kubernetes应用程序变得更加容易。
Knative是一个基于Kubernetes的平台，用于构建，部署和管理现代的无服务器工作负载。 Knative照顾网络，自动化（甚至为零）和修订跟踪的操作开销细节。
KubeFlow是一种致力于在Kubernetes上进行机器学习（ML）工作流程的工具，简单，便携式和可扩展。
ETCD是一个分布式键值商店，它提供了一种可靠的方式来存储需要由分布式系统或机器群访问的数据。 ETCD用作服务发现的后端，并存储kubernetes的群集状态和配置。
OpenEBS是一种基于Kubernetes的工具，可使用包含容器的存储创建状态应用程序。
容器存储界面（CSI）是一种API，可让像Kubernetes这样的容器编排平台通过插件与存储的数据无缝通信。
Microk8s是提供完整的Kubernetes体验的工具。在完全容器的部署中，具有压缩的超空更新，以实现超可靠操作。它在Linux，Windows和MacOS上受支持。
Charmed Kubernetes是一个整体良好的，键合的Kubernetes平台，可针对Canonical开发的多云环境进行了优化。
Grafana Kubernetes应用程序是一项损失，可让您监视Kubernetes群集的性能。它包括4个仪表板，群集，节点，POD/容器和部署。它允许自动部署所需的Prometheus出口商和默认的Scrape配置，以与您的集群Prometheus部署一起使用。
Kubeedge是一种开源系统，用于将本机容器化的应用程序编排功能扩展到Edge的主机。IT是建立在Kubernetes上的，并为网络，应用程序提供基本基础架构支持。云和边缘之间的部署和元数据同步。
对于需要每天与Kubernetes群集打交道的人们，镜头是最强大的IDE。它支持MacOS，Windows和Linux操作系统。
类型是使用Docker容器“节点”运行本地Kubernetes群集的工具。它主要设计用于测试Kubernetes本身，但可用于本地开发或CI。
Flux CD是一种工具，可以自动确保Kubernetes群集的状态与您在GIT中提供的配置匹配。它使用集群中的操作员在Kubernetes内部触发部署，这意味着您不需要单独的连续交付工具。
获得Kubernetes认证
AWS上的Kubernetes入门
微软 Azure 上的 Kubernetes
Azure Kubernetes服务的介绍
Google Cloud入门
红帽上的Kubernetes入门
IBM上的Kubernetes入门
kubernetes中的YAML基础知识
Kubernetes 上的弹性云
Docker 和 Kubernetes
将模型部署到Azure Kubernetes服务群集
用亚马逊萨格人操作员简化了对Kubernetes的机器学习推断
在Kubernetes上运行Apache Spark
跨VMware vRealize自动化的kubernetes
VMware Tanzu Kubernetes网格
VMware Tanzu与AWS合作的所有方式
VMware Tanzu教育
在云原生的Kubernetes环境中使用Ansible
使用Ansible管理Kubernetes（K8S）对象
使用Vagrant和Ansible设置Kubernetes群集
与kubernetes一起运行mongodb
Kubernetes Fluentd
了解新的gitlab kubernetes代理
Kubernetes贡献者
来自VMware的Kubeacademy
回到顶部
TensorFlow是机器学习的端到端开源平台。它拥有一个全面，灵活的工具，图书馆和社区资源的生态系统，使研究人员可以推动ML的最新技术，开发人员可以轻松构建和部署ML供电的应用程序。
tensorman是一种易于管理System76开发的TensorFlow容器的实用程序。TensorMan允许张量集在系统其余部分中包含的孤立环境中运行。此虚拟环境可以独立于基本系统操作，从而使您可以在支持Docker运行时的任何版本的Linux发行版上使用任何版本的Tensorflow。
Keras是一种高级神经网络API，用Python编写，能够在Tensorflow，CNTK或Theano的顶部运行。它是开发出来的，重点是实现快速实验。它能够在Tensorflow，Microsoft认知工具包，R，Theano或Plaidml上运行。
Pytorch是一个可以深入学习不规则输入数据的库，例如图形，点云和歧管。主要由Facebook的AI研究实验室开发。
Amazon Sagemaker是一项完全管理的服务，可为每个开发人员和数据科学家提供迅速构建，训练和部署机器学习（ML）模型的能力。 Sagemaker从机器学习过程的每个步骤中删除了繁重的举动，以使开发高质量模型变得更加容易。
Azure Databricks是一款为数据科学和数据工程设计的快速且协作的基于Apache Spark的大数据分析服务。 Azure Databricks，在几分钟内设置您的Apache Spark环境，自动赛车并在交互式工作区中的共享项目进行协作。 Azure Databricks支持Python，Scala，R，Java和SQL，以及数据科学框架和库，包括Tensorflow，Pytorch和Scikit-Learn。
Microsoft认知工具包（CNTK）是用于商业级分布深度学习的开源工具包。它将神经网络描述为通过有向图的一系列计算步骤。 CNTK允许用户轻松实现并结合流行的模型类型，例如馈电DNN，卷积神经网络（CNNS）和经常性神经网络（RNN/LSTMS）。 CNTK实现了随机梯度下降（SGD，错误反向传播）学习，并在多个GPU和服务器上进行自动分化和并行化。
Apache AirFlow是一个由社区创建的开源工作流管理平台，可编程作者，计划和监视工作流程。安装。原则。可扩展。气流具有模块化体系结构，并使用消息队列来协调任意数量的工人。气流可以扩展到无穷大。
开放的神经网络交换（ONNX）是一个开放的生态系统，它使AI开发人员能够随着项目的发展而选择正确的工具。 ONNX为AI模型提供了开源格式，包括深度学习和传统ML。它定义了可扩展的计算图模型，以及内置运算符和标准数据类型的定义。
Apache MXNET是一个旨在效率和灵活性的深度学习框架。它使您可以混合符号和命令性编程，以最大程度地提高效率和生产力。 MXNET以其核心包含一个动态依赖调度程序，该调度程序会自动将符号和当务之急的操作自动平行。顶部的图形优化层使符号执行速度快速且内存有效。 MXNET是便携式且轻巧的，可有效地缩放到多台GPU和多个机器。支持Python，R，Julia，Scala，Go，JavaScript等。
Autogluon是用于深度学习的工具包，可自动化机器学习任务，使您能够轻松地在应用程序中实现强大的预测性能。只需几行代码，您就可以在表格，图像和文本数据上训练和部署高准确的深度学习模型。
Anaconda是一个非常流行的数据科学平台，用于机器学习和深度学习，使用户能够开发模型，训练和部署它们。
PLAIDML是一种高级且便携式张量编译器，可在笔记本电脑，嵌入式设备或其他设备上进行深入学习，在这些设备上，可用的计算硬件不得到很好的支持，或者可用的软件堆栈包含不可展示的许可证限制。
OpenCV是一个高度优化的库，重点是实时计算机视觉应用程序。 C ++，Python和Java接口支持Linux，MacOS，Windows，iOS和Android。
Scikit-Learn是用于构建在Scipy，Numpy和Matplotlib之上的机器学习的Python模块，使得更容易应用许多流行的机器学习算法的强大而简单的实现。
WEKA是一种开源机器学习软件，可以通过图形用户界面，标准终端应用程序或Java API访问。它被广泛用于教学，研究和工业应用，其中包含了许多用于标准机器学习任务的内置工具，并还可以透明地访问Scikit-Learn，r和Deep Leactning4J等知名工具箱。
Caffe是一个深入的学习框架，以表达，速度和模块化制成。它是由伯克利AI研究（BAIR）/伯克利愿景与学习中心（BVLC）和社区贡献者开发的。
Theano是一个Python库，可让您有效地定义，优化和评估涉及多维阵列的数学表达式，包括与Numpy的紧密集成。
Ngraph是一个开源C ++库，编译器和用于深度学习的运行时。 Ngraph编译器旨在使用任何深度学习框架加速开发AI工作负载，并将其部署到各种硬件目标。它为AI开发人员提供了自由，性能和易用性。
NVIDIA cuDNN 是一个 GPU 加速的深度神经网络基元库。 Cudnn为标准例程提供了高度调整的实现，例如前向和向后卷积，汇总，归一化和激活层。 Cudnn加速了广泛使用的深度学习框架，包括Caffe2，Chainer，Keras，Matlab，Mxnet，Pytorch和Tensorflow。
Jupyter Notebook是一个开源Web应用程序，可让您创建和共享包含实时代码，方程式，可视化和叙事文本的文档。 Jupyter广泛用于进行数据清洁和转换，数值模拟，统计建模，数据可视化，数据科学和机器学习的行业。
Apache Spark是用于大规模数据处理的统一分析引擎。它提供了 Scala、Java、Python 和 R 中的高级 API，以及支持用于数据分析的通用计算图的优化引擎。它还支持一组丰富的高级工具，包括用于SQL和DataFrames的Spark SQL，用于机器学习的MLLIB，用于图形处理的GraphX以及用于流处理的结构化流。
SQL Server和Azure SQL的Apache Spark Connector是一个高性能连接器，它使您能够在大数据分析中使用交易数据，并在临时查询或报告中持续存在结果。该连接器允许您使用任何SQL数据库，本地或云中的任何SQL数据库作为输入数据源或Spark作业的输出数据接收器。
Apache Predictionio是开发人员，数据科学家和最终用户的开源机器学习框架。它支持事件收集，算法的部署，评估，通过REST API查询预测结果。它基于可扩展的开源服务，例如Hadoop，HBase（和其他DB），Elasticsearch，Spark，并实现所谓的Lambda架构。
Apache Kafka（CMAK）的集群管理器是管理Apache Kafka群集的工具。
BigDL是Apache Spark的分布式深度学习库。借助BIGDL，用户可以将其深度学习应用程序作为标准Spark程序编写，该应用程序可以直接在现有的Spark或Hadoop群集之上运行。
Koalas是项目，通过在Apache Spark上实现PANDAS DataFrame API，使数据科学家在与大数据进行互动时提高了生产力。
Apache Spark™MLFlow是管理ML生命周期的开源平台，包括实验，可重复性，部署和中央模型注册表。 MLFlow当前提供四个组件：
MLFlow跟踪：记录和查询实验：代码，数据，配置和结果。
MLFlow项目：以一种格式的包装数据科学代码在任何平台上重现运行。
MLFLOW模型：在各种服务环境中部署机器学习模型。
模型注册表：存储，注释，发现和管理中央存储库中的模型。
Eclipse DeepLearning4J（DL4J）是一组项目，旨在支持基于JVM（Scala，Kotlin，Clojure和Groovy）深度学习应用程序的所有需求。这意味着从原始数据开始，从任何地方和任何格式加载和预处理，以构建和调整各种简单且复杂的深度学习网络。
Numba是由Anaconda，Inc。赞助的Python的开源，Numpy-Aware优化编译器。它使用LLVM编译器项目从Python语法生成机器代码。 NUMBA可以编译大量以数值为中心的Python，包括许多Numpy函数。此外，NUMBA还支持自动并行循环，生成GPU加速代码以及创建UFUNCS和C回调。
Chaineer是一个旨在灵活性的基于Python的深度学习框架。它根据定义的逐项方法（动态计算图）以及面向对象的高级API提供自动分化API，以构建和训练神经网络。它还使用CUPY来支持CUDA/CUDNN进行高性能训练和推理。
CUML是一组库，可实现机器学习算法和数学原始功能，可与其他急流项目共享兼容API。 CUML使数据科学家，研究人员和软件工程师能够在GPU上执行传统的表格ML任务，而无需介绍CUDA编程的细节。在大多数情况下，CUML的Python API匹配Scikit-Learn的API。
斯坦福大学的机器学习来自Coursera
从Coursera在线的机器学习课程
从Udemy在线的机器学习课程
通过在线课程和课程从EDX学习机器学习
回到顶部
ROS是机器人中间件。尽管ROS不是操作系统，但它提供了为异构计算机集群而设计的服务，例如硬件抽象，低级设备控制，常用功能的实现，过程之间的消息和软件包管理。
ROS2是一组软件库和工具，可帮助您构建机器人应用程序。从驱动程序到最先进的算法，以及强大的开发工具，ROS 拥有您下一个机器人项目所需的一切。而且都是开源的。
机器人框架是一个通用的开源自动化框架。它可用于测试自动化和机器人过程自动化。它具有简单的语法，利用人类可读的关键字。可以通过Python或Java实施的库来扩展其功能。
机器人图书馆（RL）是一个用于机器人运动学，运动计划和控制的独立C ++库。它涵盖数学，运动学和动力学，硬件抽象，运动计划，碰撞检测和可视化。RL在许多不同的系统上运行，包括Linux，MacOS和Windows。它使用CMAKE作为构建系统，可以与Clang，GCC和Visual Studio一起编译。
MoveIt是用于操纵的最广泛使用的软件，已用于100多个机器人。它为开发高级应用程序提供了易于使用的机器人技术平台，评估新设计并为工业，商业，研发和其他域名构建集成产品。
Autogluon是用于深度学习的工具包，可自动化机器学习任务，使您能够轻松地在应用程序中实现强大的预测性能。只需几行代码，您就可以在表格，图像和文本数据上训练和部署高准确的深度学习模型。
凉亭准确有效地模拟室内和室外机器人。您将获得强大的物理引擎，高质量的图形以及程序化和图形接口。
Robotics System Toolbox提供了用于设计，模拟和测试操纵器，移动机器人和人形机器人的工具和算法。对于操纵器和人形机器人，该工具箱包括用于检查，轨迹生成，前进和逆运动学的算法，以及使用刚性身体树表示的动力学。对于移动机器人，它包括映射、定位、路径规划、路径跟踪和运动控制的算法。 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 是一款无人机、汽车等模拟器，基于 Unreal Engine（我们现在还有一个实验性的 Unity 版本）构建。 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 是一个用于自动驾驶研究的开源模拟器。 CARLA 的开发是为了支持自动驾驶系统的开发、培训和验证。除了开源代码和协议之外，CARLA 还提供为此目的创建的开放数字资产（城市布局、建筑物、车辆），并且可以自由使用。该仿真平台支持灵活的传感器套件和环境条件规范。
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 是一个有效且易于使用的 Linux 应用程序安全系统。 AppArmor 通过强制执行良好行为并防止已知和未知的应用程序缺陷被利用，主动保护操作系统和应用程序免受外部或内部威胁，甚至零日攻击。 AppArmor 通过提供强制访问控制 (MAC) 来补充传统 Unix 自主访问控制 (DAC) 模型。它从 2.6.36 版本开始就被包含在主线 Linux 内核中，并且自 2009 年起它的开发就得到了 Canonical 的支持。
SELinux is a security enhancement to Linux which allows users and administrators more control over access control.访问可以受到诸如哪些用户和应用程序可以访问哪些资源之类的变量的限制。这些资源可以采用文件的形式。 Standard Linux access controls, such as file modes (-rwxr-xr-x) are modifiable by the user and the applications which the user runs.相反，SELinux 访问控制由系统上加载的策略决定，粗心的用户或行为不当的应用程序可能无法更改该策略。
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 是一个用于安全和私密深度学习的 Python 库。 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) 是一个开源框架，用于机器学习和其他分散数据计算。 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
应用框架
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.它旨在从单个服务器扩展到数千台机器，每台机器都提供本地计算和存储。该库本身不是依靠硬件来提供高可用性，而是旨在检测和处理应用程序层的故障，以便在计算机集群之上提供高可用性服务，而每台计算机都可能容易出现故障。
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.
云基础设施
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 是一项完全托管的持续集成服务，可编译源代码、运行测试并生成可供部署的软件包。使用 CodeBuild，您无需配置、管理和扩展自己的构建服务器。
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 是一项完全托管的持续集成服务，可编译源代码、运行测试并生成可供部署的软件包。使用 CodeBuild，您无需配置、管理和扩展自己的构建服务器。
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 是一种安全访问秘密的工具。 A secret is anything that you want to tightly control access to, such as API keys, passwords, certificates, and more. Vault 为任何秘密提供统一的接口，同时提供严格的访问控制并记录详细的审核日志。
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.它包括命令行 shell、关联的脚本语言和用于处理 cmdlet 的框架。
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.它旨在从单个服务器扩展到数千台机器，每台机器都提供本地计算和存储。该库本身不是依靠硬件来提供高可用性，而是旨在检测和处理应用程序层的故障，以便在计算机集群之上提供高可用性服务，而每台计算机都可能容易出现故障。
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.它的设计非常经济高效且易于操作。它不索引日志的内容，而是为每个日志流建立一组标签。
Thanos 是一组组件，可以组成一个具有无限存储容量的高度可用的度量系统，可以无缝添加到现有的 Prometheus 部署之上。
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.它提供了一个分布式、支持多租户的全文搜索引擎，具有 HTTP Web 界面和无模式 JSON 文档。 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
使用 Google 计算引擎进行架构设计
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 地址在每个网络上都是唯一的，它们允许计算机通过网络相互寻址。 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 is a powerful x86 and AMD64/Intel64 virtualization product for enterprise as well as home use. 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?
什么是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 内置于所有手机和大多数计算机中，并捆绑在人们每天使用的无数其他应用程序中。
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
如何在 Ubuntu 20.04 上安装和使用 Docker Compose
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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