课程材料

课程材料

• Andrew Ng 等老师，Machine Learning Specialization (2022) from Deeplearning.AI on Coursera, B 站视频，练习代码答案和笔记 Github 1，Github 2，PPT

• 李沐老师，动手学深度学习 PyTorch版，B 站视频，2021 年

• 伯克利大学 CS182 深度学习, 2021 Sergey Levine, Levine, 2020 John Canny, Canny

• 斯坦福大学 CS224n Natural Language Processing with Deep Learning 课程的 材料

• MIT 的 深度学习入门课程。该课程有 实验代码

上面三个课的老师的课程材料，准备得实在是太好了。特此致谢！

Berkeley John Canny

• CS294-123: Scalable Machine Learning, Spring 2016

• CS194/294-131: Special Topics in Deep Learning, Fall 2018

• 深度学习国际课程资源简介，2019 年，网页

课本

• Michael A. Nielsen. Neural Networks and Deep Learning
• [GBC] 1st edition of Deep Learning by Ian Goodfellow, Yoshua Bengia and Aaron Courville
• [ZLLS] 动手学深度学习，Dive into Deep Learning by Aston Zhang, Zack C. Lipton, Mu Li, Alex J. Smola
• [LRU3] 3rd edition of Mining Massive Dataset by Jure Leskovec, Anand Rajaraman, Jeff Ullman
• Dan Jurafsky and James H. Martin, Speech and Language Processing (3rd ed. draft), 网站
• Eugene Charniak. Introduction to Deep Learning

同学荐书

• 同学荐书：深度学习