Machine Learning Resources, Practice and Research.
| Course Name | Institution | Lecturer | Link | Category |
|---|---|---|---|---|
| Machine Learning | Coursera | Andrew Ng | [Coursera][Bilibili][Youtube] | Machine Learning |
| Machine Learning Foundations | National Taiwan University | Hsuan-Tien Lin | [Bilibili][Youtube] | Machine Learning |
| Machine Learning Techniques | National Taiwan University | Hsuan-Tien Lin | [Bilibili][Youtube] | Machine Learning |
| Machine Learning | Stanford | Andrew Ng | [Netease][Youtube] | Machine Learning |
| Deep Learning | deeplearning.ai | Andrew Ng | [Netease][Coursera] | Deep Learning |
| CS231n: Convolutional Neural Networks for Visual Recognition | Stanford | Fei-Fei Li | [Homepage][Youtube] | Deep Learning, Computer Vision |
| CS224n: Natural Language Processing with Deep Learning | Stanford | Christopher Manning | [Homepage][Youtube] | Deep Learning, NLP |
| Deep Learning for Natural Language Processing | Oxford University | Phil Blunsom | [Homepage][Slides] | Deep Learning, NLP |
| Applied Deep Learning / Machine Learning and Having It Deep and Structured | National Taiwan University | Yun-Nung Chen, Hung-Yi Lee | [Homepage][Youtube] | Machine Learning, Deep Learning |
| CS 20: TensorFlow for Deep Learning Research | Stanford | Chip Huyen | [Homepage][Github] | Deep Learning |
| CS 294: Deep Reinforcement Learning | UC Berkeley | Sergey Levine | [Homepage][Youtube] | Deep Learning, Reinforcement Learning |
| Neural Networks for NLP | CMU | Graham Neubig | [Homepage] | NLP, Deep Learning |
| Mathematics of Deep Learning | NYU | Joan Bruna | [Github] | Deep Learning |
| Introduction to NLP | Stanford | Dan Jurafsky, Chris Manning | [Youtube] | NLP |
| Text Mining and Analytics | UIUC | ChengXiang Zhai | [Coursera] | NLP |
| Machine Learning Crash Course with TensorFlow APIs | [Homepage] | Machine Learning, Tensorflow | ||
| CS230: Deep Learning | Stanford | Andrew Ng, Kian Katanforoosh | [Homepage] | Deep Learning |
| Intro to Deep Learning with PyTorch | Facebook AI | Facebook AI | [Udacity] | Deep Learning, PyTorch |
| Introduction to Deep Learning | UC Berkeley | Alex Smola, Mu Li | [Youtube][GitHub] | Deep Learning |
| Foundations of Machine Learning | NYU | Mehryar Mohri | [Homepage] | Machine Learning |
| DS1003 Machine Learning | NYU | Julia Kempe, David Rosenberg | [Homepage][Slides] [Youtube][Assignments] | Machine Learning |
| TensorFlow in Practice | Coursera | Laurence Moroney | [Coursera] | TensorFlow |
| Book Name | Author | Link | Category |
|---|---|---|---|
| 机器学习 | 周志华 | [Amazon][JD] | Machine Learning |
| Deep Learning | Ian Goodfellow, Yoshua Bengio, Aaron Courville | [PDF][中文版] | Deep Learning |
| Machine Learning | Tom Mitchell | [PDF] | Machine Learning |
| Pattern Recogniton and Machine Learning | Christopher Bishop | [PDF][中文版] | Machine Learning |
| The Elements of Statistical Learning | Trevor Hastie, Robert Tibshirani, Jerome Friedman | [PDF] | Machine Learning |
| Data Mining: Practical Machine Learning Tools and Techniques | Ian H. Witten, Eibe Frank | [PDF] | Data Mining |
| Artificial Intelligence: A Modern Approach | Sturart J. Russell, Peter Norvig | [PDF] | AI |
| Machine Learning: A Probabilistic Perspective | Kevin P. Murphy | [PDF] | Machine Learning |
| Natural Language Processing with Python | Stven Bird, Ewan Klein, Edward Loper | [PDF][Link] | NLP |
| Getting Started with Tensorflow | Giancarlo Zaccone | [PDF] | Tensorflow |
| Hands-On Machine Learning with Scikit-Learn and TensorFlow | Aurélien Géron | [PDF][Github] | Machine Learning |
| Deep Learning with Python | François Chollet | [PDF][Github] | Deep Learning |
| Probabilistic Graphical Models: Principles and Techniques | Daphne Koller, Nir Friedman | [PDF] | Probabilistic Graphical Model |
| Speech and Language Processing | Dan Jurafsky, James H. Martin | [Homepage][PDF] | NLP |
| Neural Network Methods for Natural Language Processing | Yoav Goldberg | [PDF] | NLP |
| 统计学习方法 | 李航 | [Amazon] | Machine Learning |
| Natural Language Processing | Jacob Eisenstein | [PDF] | NLP |
| 动手学深度学习 | GLUON | [PDF] | Deep Learning |
| Feature Engineering for Machine Learning | Alice Zheng, Amanda Casari | [PDF][译] | Machine Learning, Feature Engineering |
| Machine Learning Yearning | Andrew Ng | [译][在线阅读] | Machine Learning |
| Foundations of Machine Learning | Mehryar Mohri | [PDF][HomePage] | Machine Learning |
- Tixier A J P. Notes on Deep Learning for NLP[J]. arXiv preprint arXiv:1808.09772, 2018. [Link]