ml-road

Machine Learning Road

Machine Learning and Agentic AI Resources, Practice and Research.

Disclamier

The resources in this repo are only for educational purpose. Do not use resources in this repo for any form of commercial purpose.

If the author of ebook found your intelligence proprietary violated because of contents in this repo, please contact me and I will remove relevant stuff ASAP.

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Courses

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 Google Google [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 DS-GA 1008 Deep Learning NYU Yann LeCun, Alfredo Canziani [Homepage] [YouTube][Bilibili] Deep Learning, PyTorch Deep Learning for Human Language Processing National Taiwan University Hung-yi Lee [Homepage] [YouTube] Deep Learning, NLP

Books

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 P