Machine Learning

Mohri, Rostamizadeh, Talwalkar『Foundations of Machine Learning』

Category: Book 📖
URL: https://cs.nyu.edu/~mohri/mlbook/
License: Creative Commons CC-BY-NC-ND
Subject: machine learning

Shalev-Shwartz, Ben-David『Understanding Machine Learning: From Theory to Algorithms』

Category: Book 📖
URL: https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/
License: "Users may download a copy for personal use only. Not for distribution."
Solutions of Exercises: https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/MLbookSol.pdf
Subject: machine learning

Bertsekas『A Course in Reinforcement Learning』

Category: Book 📖
URL: https://web.mit.edu/dimitrib/www/RLbook.html
License: Publicly available by the author.
Subject: machine learning, reinforcement learning

筑波大学OCW『機械学習』

Category: Course 🧑‍🏫
URL: https://ocw.tsukuba.ac.jp/course/systeminformation/machine_learning/
Lang: 日本語
License: OCW
SUbject: Machine Learning

CS50’s Introduction to Artificial Intelligence with Python

Category: Course 🧑‍🏫
URL: https://cs50.harvard.edu/ai/2024/
License: CC BY-NC-SA 4.0
Subject: Machine Learning, Python

EE104/CME107: Introduction to Machine Learning

Category: Course 🧑‍🏫
URL: https://ee104.stanford.edu/
License: Publicly available by the author.
Subject: Julia, Machine Learning

Griffin『Mathematics of Machine Learning』

Category: Book 📖
URL: https://bpb-us-e1.wpmucdn.com/sites.psu.edu/dist/d/166843/files/2023/06/SA486X.pdf
License: CC BY-NC-SA 3.0 US DEED
Subject: Machine Learning

MIT 6.S191 Introduction to Deep Learning

Category: Course 🧑‍🏫
URL: http://introtodeeplearning.com/2020/index.html
License: Open Courseware
Subject: Machine Learning, Deep Learning

Element of AI

Category: Course 🧑‍🏫
URL: https://www.elementsofai.com/
License: Open Courseware
Subject: Artificial Intelligence

The Elements of Differentiable Programming

Category: Book 📖
URL: https://arxiv.org/abs/2403.14606
License: Publicly available by the author.
Subject: Machine Learning, Differentiable Programming