awesome-dl-course

Table of Contents

• Courses

• Practice

• Tutorials

Courses

夯实基础

Machine learning

1. Machine Learning - Stanford by Andrew Ng in Coursera (2010-2014)

Visual Recognition

2. Convolutional Neural Networks for Visual Recognition - Stanford by Fei-Fei Li, Andrej Karpathy (2017)
   视频与课件下载链接：https://pan.baidu.com/s/1U63CVgsQmPBb1gxzqglTcA 提取码：2jbo

Natural Language Processing

3. Deep Learning for Natural Language Processing - Stanford
   视频与课件下载链接：https://pan.baidu.com/s/1-gi-T4uiQmhJy4em0ICd4A 提取码：hljl

Self-Driving Cars

4. MIT 6.S094: Deep Learning for Self-Driving Cars
   视频与课件下载链接：https://pan.baidu.com/s/1E_Ef2fiPAcWWHZCUc6Eqpw 提取码：s6yd

Deep Reinforcement Learning

5. Berkeley CS 294: Deep Reinforcement Learning
   中文字幕视频下载链接：https://pan.baidu.com/s/1qsEcDXpTehKR7USDMFOQ3Q 提取码：cak6
6. UCL & Deepmind Deep Reinforcement Learning

Practice

课程实践

1. Tensorflow-Stanford 提取码：qhgb
2. Pytorch by Jeremy Howard - Fast.ai

Tutorials

通过上面理论与实践课程的学习，具备了一定经验，下面这些优秀的归纳将助你快速实现你的想法！

1. TensorFlow-From-Zero-To-One
2. PyTorch-From-Zero-To-One
3. TensorFlow-Course
4. PyTorch_Tutorial
5. practicalAI-English
6. practicalAI-Chinese
7. 100-Days-Of-ML-Code-Chinese
8. 100-Days-Of-ML-Code-English
9. awesome-deep-learning
10. awesome-image-classification
11. deep_learning_object_detection
12. awesome-meta-learning
13. homemade-machine-learning
14. awesome-computer-vision
15. awesome-deep-vision
16. awesome-object-detection
17. awesome-human-pose-estimation
18. awesome-lane-detection
19. PyTorch_Tutorial
20. stanford-tensorflow-tutorials
21. practicalAI-English
22. practicalAI-Chinese
23. Awesome-Crowd-Counting