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Awesome AI algorithm

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Awesome-AI-algorithm

A comprehensive collection of information on artificial intelligence algorithms: including information and codes on job interviews, machine learning, deep learning, reinforcement learning, etc. (continuously updated) A large wave of internship recommendations and school recruitment related information from major Internet companies will be updated in the near future (respectfully Please pay attention!)

Data directory

Recommended by large factories: internship/spring recruitment/social recruitment
- Microsoft--Natural Language Processing Laboratory (recruiting scientific research interns)
Algorithm interview
- Github
- Niuke.com
- Zhihu
- blog
- WeChat public account
- other
machine learning
- interview
- material
- Github code
deep learning
- interview
- material
- course
reinforcement learning
- material
- paper
- course
C/C++
Python
Pytorch
TensorFlow
Contest/competition platform
other

Algorithm Interview

1. GitHub

2020 algorithm engineer interview questions summary website
Algorithm internship position information table for 2020, including internal referral codes, common deep learning algorithm job interview questions and answers, summer computer vision internship interview experience and summary Github
The latest summary of 2019, technical interview questions from Alibaba, Tencent, Baidu, Meituan, Toutiao, etc., and answers Github
Algorithm Engineer Interview Github
Algorithm/Deep Learning/NLP Interview Notes Github
2019 autumn recruitment noodle collection Github
Essential basic knowledge for technical interviews Github
The latest interview questions from Alibaba, Tencent, Baidu, Huawei, JD.com, Sogou and Didi are collected on Github
"Interview algorithm leveling guide" - "LeetCode problem solving" - "Sword finger offer problem solving" Github
MVision-awesome Github
Daily Interview Github
The latest summary of 2019, Alibaba, Tencent, Baidu, Meituan, Toutiao and other technical interview questions and answers, analyzed and summarized by expert question makers on Github
Common interview questions for CV positionsGithub

2. Nowcoder

2020 computer vision intern interview experience (Tencent/Toutiao/SenseTime/Megvii/Dharma Academy, etc.) nowcoder
20th Class-Visual Algorithm-Summer Internship nowcoder
Interview (Tencent AI Lab, Alibaba Damo Academy, Huawei and other companies gathered together) nowcoder
Bytedance Internship Algorithm Job Manager nowcoder
Alibaba Tencent Huya machine learning algorithm interview nowcoder
ByteDance Graphics and Image Algorithm Internship Interview nowcoder
Pinduoduo algorithm intern interview nowcoder
Algorithm post portal nowcoder
Interview (Tencent AI Lab, Alibaba Damo Academy, Huawei and other companies gathered together) nowcoder
cv post manager nowcoder
Algorithm internship interview for Diamondback nowcoder
Summary of machine learning/algorithm school recruitment interview test pointsnowcoder
Computer vision summer internship interview nowcoder
Face Sutra | SenseTime Computer Vision Post [Second Face] nowcoder
Interview Sutra | Alibaba Damo Academy CV Four-round Algorithm Interview Sutra nowcoder
Interview experience | Interview experience at major Internet companies such as Baidu, Meituan, Pinduoduo, Cambrian, etc. nowcoder
Interview experience | Interview experience with nowcoder, an algorithm researcher at Megvii Technology
Algorithm interview | Microsoft/Alibaba/Baidu/ByteDance/Huawei/OPPO nowcoder
Megvii 19th Spring Recruitment-Algorithm Researcher-Liangjing nowcoder
Tencent Algorithm Internship Interview Summary nowcoder
Detailed algorithm interviews for spring recruitment (Offers from 8 companies including Megvii/Hikvision/United Imaging) nowcoder
General algorithm/machine learning experience nowcoder

3.Zhihu

What are the most common interview algorithm questions at Internet companies? zhihu
Radar chart of interview skills that algorithm engineers must know zhihu
ByteDance Computer Vision Algorithm Intern Video Interview zhihu
2019 Autumn Recruitment Algorithm Interview Experience zhihu
CVTE Visual Computing Post Internship Interview Experience zhihu
School Recruitment-Basic Algorithm Image Processing Algorithm zhihu

4. Blog

AI Algorithm Engineer's ManualBlog
Xiaomi Interview Summary Blog
Baidu/SenseTime AI Interview CSDN
Summary of algorithmic school recruitment experience (Baidu, Alibaba, Tencent, Toutiao) CSDN
CV Computer Paper Quick Review CSDN
Domestic interview experience of overseas Xiaoshu CSDN
To future algorithm engineers - Summary of experience in algorithm school recruitment (Baidu, Alibaba, Tencent, Toutiao) CSDN
AI Learning Club Job Recommendation Area AI Job Hunting Questions and Interviews Website
Algorithms and Data Structures, Machine Learning, Deep Learning Blog

5. WeChat

2020 AI algorithm spring recruitment summary & interview guide is here! ! ! website
1000 interview questions, BAT machine learning interview question guide! website
Data science & machine learning basic interview questions website
Alibaba computer vision algorithm intern video interview website
Interview experience AI algorithm engineer (interviewer’s perspective) website
From zero foundation to BAT algorithm position SP——Autumn recruitment preparation guide website
Ant Financial / Megvii / ArcSoft / Tencent Youtu summer internship offer interview website
Common interview questions about machine learning and deep learning (Part 1) website
Common interview questions about machine learning and deep learning (Part 2) website
Complete AI learning route and the most detailed resource collection! website
Ant Financial Interview Guide (Offer already received) website
Computer Vision and Algorithm Position Internship Interview (Alibaba/Gelingshentong/Nanjing Horizon Robot) website
Face++ Company - Two rounds of technical interviews website
Autumn Recruitment Interview Experience | Megvii Technology Algorithm Job Autumn Recruitment Interview Experience Sharing Website
Interview experience + experience sharing | 2019 autumn recruitment algorithm position review website
I interviewed with 10 algorithm companies and here are all the questions I can remember
Computer vision algorithm engineer (Megvii, SenseTime, Zhiyun, Hikvision) interview summary website
Autumn Recruitment Interview Experience | Didi 20 School Recruitment CV Algorithm Position Interview Experience Sharing (Three Interviews) website
Autumn recruitment experience (already received offers from Baidu, Alibaba, Tencent, Meituan, JD.com, and Pinduoduo) website
Top 10 machine learning Q&A, must-know for interviews! website
Summary of the advantages and disadvantages of common machine learning algorithms! website
2019 autumn recruitment AI algorithm position review website
Autumn recruitment interview | Computer vision summary interview experience sharing website
Which dimensions in a resume do interviewers pay more attention to? What tips, suggestions and summaries are there for writing resumes? website

6. Others

Solutions to Introduction to Algorithms Github
Common words zhihu in CV field papers
CV field paper common words zhihu

Machine Learning

1.Interview

machine-learning-interview-questions Github
Machine Learning and Deep Learning Interview Questions Summary Blog
Machine Learning Interview Review Resource Github
Machine Learning Interview Algorithm Combing Blog

2. Documentation

Pattern Recognition Bible-PRML(python) Github
ML/DL study notes (basics + thesis) Github
Github implementation of all algorithms in Dr. Li Hang's book "Statistical Learning Methods"
<Statistical Learning Method> Code Implementation of the Second Edition Github
<Machine Learning>(Xigua Book) Formula Derivation Analysis Github
<Data Science Practice> Book Code Github
Machine Learning in Practice (Python3) Github
Machine Learning Coursera 163 taught by Andrew Ng
Python3 Getting Started with Machine Learning Github
Li Hongyi's "Machine Learning" Notes Github
Machine Learning (Machine Learning) Deep Learning (Deep Learning) Knowledge points and code implementations often tested in NLP interviews Github
Zhou Zhihua's "Machine Learning" hand-pushed notes Github
"Python Machine Learning" Github

3. Coding

Machine learning algorithm python implementation Github
100-Days-Of-ML-Code Chinese version Github
Homemade Machine Learning Github
Python codes for common Machine Learning Algorithms Github
Machine-Learning-Study-Path-March-2019 Github
The best resources in Machine Learning & AI Github Website
A Machine Learning Course with Python Github
Machine learning, in numpy Github
A complete computer science study plan to become a software engineer. Github

Deep Learning

1.Interview

Deep Learning Interview Questions Github
Algorithm internship position information table for 2020, including internal recommendation codes, and common deep learning algorithm job interview questions and answers Github
Deep Learning Interview Deep Learning Interview Questions Summary Github
Summary of deep learning interview key points (interview questions) zhihu
Some interview test points related to deep learning that I compiled zhihu

2. Documentation

Machine learning/computer vision/NLP papers and notes Github
Summary of computer vision knowledge points zhihu
awesome-deep-learning Github
Deep Learning 500 Questions on Github
Professor Qiu Xipeng of Fudan University released <Neural Network and Deep Learning> Github book Github sample code Github course exercises
Berkeley Course <Hands-On Deep Learning> Github course homepage bilibili courseware and exercises English version Chinese version PyTorch version
<Deep Learning Theory and Practice: Improvement> Github
Awesome_Computer_Vision Github
Deep-Learning-Papers-Reading-Roadmap Github
Neural network explanation video YouTube bilibili
Online books on neural networks and deep learning website chinese
Deep Learning Bible (Flower Book) Deep Learning Chinese Version Github
Open AI Blog website
BAIR blog website
DeepMind blog website
Andrej Karpathy's blog website
Christopher Olah's blog website
WildML Blog website
Ruder's blog website
FAIR blog website
inFERENce Blog website
Andrew Trask's blog website
Graduate Descent Blog website
Adit Deshpande's blog website
createmomo's blog website
Unified illustration of some models in deep neural networks Github
five-days deep learning website Github
Learn_Computer_Vision Github
Explaining the Math of how neural networks learn Github
(Microsoft) AI-A concise tutorial on the basic principles of neural networks Github
Deep Learning Manual BaiduYun pw:dy6h
An educational resource to help anyone learn deep reinforcement learning Github
Technical Notes On Using Data Science & Artificial Intelligence website
Microsoft artificial intelligence education and learning community Github
deep-learning-drizzle Github
pyimagesearch Website

3.Course

MIT Deep Learning Github
Stanford CS231n Li Feifei Computer Vision NetEase Cloud Classroom
Statistical Machine Learning NetEase Cloud Classroom
Introduction to Machine Learning NetEase Cloud Classroom
Andrew Ng Deep Learning Engineer NetEase Cloud Classroom
Deep Learning: Advanced Computer Vision udemy
Computer Vision Certification by State University of New York coursera
Convolutional Neural Networks coursera
Deep Learning and Computer Vision AZ: OpenCV, SSD & GANs udemy
Andrew Ng’s Deep Learning Specialization Coursera 163
CS231n
CS224n
Stanford Open Courses: Probability and Statistics 'Probability and Statistics' website
MIT open course linear algebra 'Linear Algebra' website
Fastai's 2019 deep learning practical course for programmers 'Practical Deep Learning for Coders, v3' website website
Stanford Machine Learning course 'Machine Learning(Coursera)' coursera
Stanford Probabilistic Graphical Models Specialization(Coursera)' coursera
DeepMind introduction to reinforcement learning course 'Introduction to Reinforcement Learning' bilibili youtube
Full Stack Deep Learning Bootcamp (Course Video): A practical guidance course for developers who are familiar with the basics of deep learning 'Full Stack Deep Learning Bootcamp' Github bilibili website
'How to Win a Data Science Competition: Learn from Top Kagglers (Coursera)' coursera
CS188 Berkeley <Introduction to Artificial Intelligence> course 'BerkeleyX: CS188.1x Artificial Intelligence' bilibili website
Courses released by Fast.ai: Learn deep learning from scratch 'Deep Learning from the Foundations' website
CS230 Stanford Deep Learning Course (Autumn 2018)'CS230: Deep Learning | Autumn 2018' bilibili youtube
TensorFlow practice course 'TensorFlow in Practice' website launched by deeplearning.ai
MIT's Python machine learning course 'Machine Learning with Python-From Linear Models to Deep Learning' website
Stanford CS224U Natural Language Understanding course 'CS224U: Natural Language Understanding' website
Yunnong Chen'107 Spring - Applied Deep Learning, Taiwan University' bilibili website
Teacher Lin Xuantian from National Taiwan University <Fundamentals of Machine Learning> course bilibili
NTU Teacher Lin Xuantian’s course <Machine Learning Techniques> course bilibili
NTU University Li Hongyi’s latest machine learning course (2019) website
UC Berkeley’s latest deep reinforcement learning course website YouTube bilibili Github
Microsoft - Computer Vision Best Practices, Code Examples and Related Documentation Github

Reinforcement Learning

1. Documentation

reinforcement learning an introduction Github
Python reinforcement learning in practice_Sudharsan Ravichandiran Github
Reinforcement Learning Bible_Rich Sutton_Chinese book, English e-book, code Github
Essentials of Reinforcement Learning_Feng Chao (from basics to cutting-edge, with code) jd
OpenAI Spinning Up English version, Chinese version zhihu
David Silver's Chinese explanation and practice of reinforcement learning open class zhihu
Reinforcement Learning Fundamentals David Silver Notes (Chen Xionghui, NTU, DiDi AI Labs) zhihu
Reinforcement Learning With Open AI TensorFlow and Keras Using Python_OpenAI (focus on practical combat) BaiduYun extraction code
Deep reinforcement learning implementation methodology zhihu

2. Papers and Algorithms

NeuronDance Github
DQN paper
DDPG paper
A3C paper
Dr. Zhang Chuheng from Tsinghua University (Summary of Reinforcement Learning Papers) zhihu
papers with code papers Github

3.Course and Code

Tencent_Zhou Mofan_Reinforcement learning, tutorials, code bilibili personal homepage Github
DeepMind_David Silver_UCL Deep Reinforcement Learning Course (2015), PPT, notes and code bilibili zhihu
National Taiwan University_Li Hongyi_Deep reinforcement learning (Mandarin) course (2018), PPT, notes bilibili PPT note
Berkeley_Sergey Levine_CS285(294) Deep reinforcement learning (2019), PPT, code bilibili PPT Github

C/C++

Summary of C/C++ interview basics Github
Compilation of common C++ written test interview questions zhihu
C/C++ issue summaryGithub
Leetcode problem solving code warehouse (C++) Github
LeetCode, HackRank, sword-pointing offer, classic algorithm implementation (C++) Github
Data Structure and Algorithm notesData Structure and Algorithm/leetcode/lintcode problem solutionGithub
learnOpencv Github
Solutions to Introduction to Algorithms Third Edition Github Blog
LeetCode AnimationGithub
leetcode problem solving, record your own leetcode problem solving path Github
Sword refers to offer second edition BaiduYun
<Introduction to Algorithms> C++ implementation code Github
50 code implementations Github that you must know about data structures and algorithms
Play Leetcode with different Programming language Github
leetcode Github
algorithm-visualizer Github
Case code demonstration program and effect image Github based on OpenCV4.0 C++/Python SDK
LeetCode solutions in C++ 11 and Python3 Github

Python

cracking the coding interview Github
A large collection of Python open source projects, spanning 15 fields, 181 projects Github
Interview questions about Python 1 Github
Interview questions about Python 2 Github
LeetCode, HackRank, sword-pointing offer, classic algorithm implementation (Python) Github
Sword refers to offer (python version)/algorithm diagram/python basics/data structure Github
Algorithm interview questions python Github
All Algorithms implemented in Python Github
Improve your Python by fixing errors Github
Chinese translation of wtfpython Github
python Chinese library-python artificial intelligence big data automated interface testing and development. Book download and python library summary Github
Python interviews are all here [315+ questions] Blog
The Beauty of Python Programming Github
Python - From Novice to Master in 100 Days Github
Developing with Python on Windows Blog
A curated list of awesome Python frameworks, libraries, software and resources Github
c9-python-getting-started Github
Programming Super Power Introductory Class Blog

Pytorch

pytorch Github Website
Offical pytorch examples Github
Offical pytorch tutorials Github
stanford-cs-230-deep-learning Github
practicalAI Github
PyTorch Chinese Manual Github
The corresponding code of <Deep Learning Framework PyTorch: Getting Started and Practice> Github
code-of-learn-deep-learning-with-pytorch Github
Awesome-pytorch-list Github
<Pytorch Model Training Practical Tutorial> supporting code Github
An unofficial styleguide and best practices summary for PyTorch Github
fast.ai Computational Linear Algebra course Github
Awesome-PyTorch-Chinese Github
Build-an-AI-Startup-with-PyTorch Github
First steps towards Deep Learning with pyTorch Github

Tensorflow

TensorFlow 2.0 deep learning open source book Github
TensorFlow-From-Zero-To-One Github
tensorflow2 Chinese tutorial Github
Tensorflow2 TutorialGithub
Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2 Github
TensorFlow Chinese resource collection Gitee
Notebooks for my "Deep Learning with TensorFlow 2 and Keras" course Github