Machine Learning Study Path
- algorithm-pattern: https://github.com/greyireland/algorithm-pattern
- LeetCode: https://leetcode-cn.com/explore/
- 剑指 Offer: https://leetcode-cn.com/problemset/lcof/
- HackerRank: https://www.hackerrank.com/dashboard
- Kick Start: https://codingcompetitions.withgoogle.com/kickstart
- https://github.com/labuladong/fucking-algorithm
- 《百面机器学习》
- 《统计学习基础》第二版 - 李航
- fast.ai Introduction to Machine Learning for Coders
- 白板手推机器学习
主页：https://github.com/shuhuai007/Machine-Learning-Session
视频：https://www.bilibili.com/video/BV1aE411o7qd - 机器学习公式推导与代码实现
- 机器学习2020 - 李宏毅
课程主页：http://speech.ee.ntu.edu.tw/~tlkagk/courses_ML20.html
视频：https://www.bilibili.com/video/BV1eE411T7BS - https://github.com/d2l-ai/d2l-en
- https://developers.google.cn/machine-learning/crash-course/ml-intro
- Machine Learning DS-GA 1003 NYU: https://davidrosenberg.github.io/ml2019/#home
- Deep Learning Specialization - deeplearning.ai
- 《神经网络与深度学习》邱锡鹏
主页：https://nndl.github.io/
练习代码：https://github.com/nndl/exercise - CS231n: Convolutional Neural Networks for Visual Recognition
课程主页：https://cs231n.github.io/
视频：https://www.bilibili.com/video/av76690872/ - DEEP LEARNING SPRING 2020 · NYU
课程主页：https://atcold.github.io/pytorch-Deep-Learning/
资料：https://github.com/Atcold/pytorch-Deep-Learning
视频：https://www.bilibili.com/video/av752958850/ - Practical Deep Learning for Coders
- Part 2: Deep Learning from the Foundations
- CUHK周博磊 强化学习
视频：https://space.bilibili.com/511221970/channel/detail?cid=105354
主页：https://github.com/zhoubolei/introRL - UCL Course on RL David Silver
课程主页：https://www.davidsilver.uk/teaching/
视频：https://www.bilibili.com/video/av45357759/ - David Silver强化学习公开课中文讲解及实践
- https://rl.qiwihui.com/zh_CN/latest/
- http://incompleteideas.net/book/the-book-2nd.html
- https://github.com/ShangtongZhang/reinforcement-learning-an-introduction
- CMU 10-708
课程主页：https://www.cs.cmu.edu/~epxing/Class/10708-20/lectures.html
视频：https://www.bilibili.com/video/av87852915 - Stanford CS 228
课程主页：https://cs228.stanford.edu/
Notes: https://ermongroup.github.io/cs228-notes/ - https://www.coursera.org/specializations/probabilistic-graphical-models
- https://github.com/thunlp/GNNPapers
- http://nlp.csai.tsinghua.edu.cn/~lzy/books/gnn_2020.html
- CS224W Machine Learning with Graphs
课程主页：http://web.stanford.edu/class/cs224w/
视频：https://www.bilibili.com/video/BV1me411x7Rm
- Udacity CS344 - Intro to Parallel Programming
https://github.com/depctg/udacity-cs344-colab
https://github.com/udacity/cs344
https://classroom.udacity.com/courses/cs344
- 官方教程: https://pytorch.org/tutorials/
- https://morvanzhou.github.io/tutorials/machine-learning/torch/
- 中文版官方教程: https://pytorch.apachecn.org/docs/1.4/
- 《深度学习框架PyTorch：入门与实践》对应代码 https://github.com/chenyuntc/pytorch-book
- https://github.com/zergtant/pytorch-handbook
- https://github.com/yunjey/pytorch-tutorial
- https://github.com/pytorch/examples
- https://tangshusen.me/Dive-into-DL-PyTorch/#/
- https://lyhue1991.github.io/eat_tensorflow2_in_30_days/
- https://morvanzhou.github.io/tutorials/machine-learning/tensorflow/
- https://github.com/dragen1860/Deep-Learning-with-TensorFlow-book
- https://github.com/dragen1860/TensorFlow-2.x-Tutorials
- Website: https://scikit-learn.org/stable/
- 《推荐系统实践》项亮
- 《深度学习推荐系统》王喆
- 《Practical Recommender Systems》
- https://developers.google.cn/machine-learning/recommendation
- Code-First Introduction to Natural Language Processing
课程主页：https://www.fast.ai/2019/07/08/fastai-nlp/
代码：https://github.com/fastai/course-nlp - CS224n: Natural Language Processing with Deep Learning
课程主页：http://web.stanford.edu/class/cs224n/
视频：https://www.bilibili.com/video/BV19b411n7K1 - 人类语言处理 - 李宏毅
视频：https://www.bilibili.com/video/BV1wE411W7TV
课程主页：http://speech.ee.ntu.edu.tw/~tlkagk/courses_DLHLP20.html - NLP-Beginner：自然语言处理入门练习
https://github.com/FudanNLP/nlp-beginner
https://github.com/Alic-yuan/nlp-beginner-finish - https://github.com/graykode/nlp-roadmap
- https://github.com/graykode/nlp-tutorial
- https://github.com/yandexdataschool/nlp_course