Fundamentals machine learning books

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Title	Type	Subjects	Authors	Language	Audience	Reviews	URLs	Last checked	License
A First Course in Causal Inference	Book	Algorithms Machine learning theory	Ding, Peng	English	Undergrad		PDF Site Res	2023-11-11
Algebra, Topology, Differential Calculus, and Optimization Theory for Computer Science and Machine Learning	Book	Algorithms Machine learning theory	Gallier, Jean Quaintance, Jocelyn	English	Grad		PDF Site	2023-11-11
An Introduction to Statistical Learning, with Applications in Python	Book	Algorithms Machine learning theory Python	James, Gareth Witten, Daniela Hastie, Trevor Tibshirani, Robert Taylor, Jonathan	English	Undergrad		PDF Res	2023-11-11
An Introduction to Statistical Learning, with Applications in R	Book	Algorithms Machine learning theory R	James, Gareth Witten, Daniela Hastie, Trevor Tibshirani, Robert	English	Undergrad		PDF Res	2023-11-11
Bandit Algorithms	Book	Algorithms Machine learning theory	Lattimore, Tom Szepesvári, Csaba	English	Grad		PDF Res	2023-11-11
Bayesian Reasoning and Machine Learning	Book	Algorithms Machine learning theory	Barber, David	English	Grad		PDF Site	2023-11-11
Boosting: Foundations and Algorithms	Book	Algorithms Machine learning theory	Schapire, Robert E. Freund, Yoav	English	Grad		PDF Web Site	2023-11-11	CC BY-NC-ND 4.0 DEED
Convex Optimization for Machine Learning	Book	Algorithms Machine learning theory	Suh, Changho	English	Undergrad		PDF Site	2023-11-11	CC BY-NC 2.0 DEED
Data Mining and Machine Learning: Fundamental Concepts and Algorithms	Book	Algorithms Machine learning theory	Zaki, Mohammed J. Meira, Wagner Jr	English	Undergrad		Web Site	2023-11-11
Distributional Reinforcement Learning	Book	Algorithms Machine learning theory	Bellemare, Marc G. Dabney, Will Rowland, Mark	English	Undergrad		PDF Web Site	2023-11-11	CC BY-NC-ND 4.0 DEED
Elements of Causal Inference: Foundations and Learning Algorithms	Book	Algorithms Machine learning theory	Peters, Jonas Janzing, Dominik Schölkopf, Bernhard	English	Grad		PDF Site	2023-11-11	CC BY-NC-ND 4.0 DEED
Foundations of Machine Learning	Book	Algorithms Machine learning theory	Mohri, Mehryar Rostamizadeh, Afshin Talwalkar, Ameet	English	Grad		PDF Web Errata	2023-11-11	CC BY-NC-ND 4.0 DEED
Linear Algebra and Optimization with Applications to Machine Learning - Volume I: Linear Algebra for Computer Vision, Robotics, and Machine Learning	Book	Algorithms Machine learning theory	Gallier, Jean Quaintance, Jocelyn	English	Undergrad		PDF Site	2023-11-11
Mathematical Analysis of Machine Learning Algorithms	Book	Algorithms Machine learning theory	Zhang, Tong	English	Grad		PDF Site	2023-11-11	Personal use
Mathematics for Machine Learning	Book	Algorithms Machine learning theory	Deisenroth, Marc P. Faisal, A. Aldo Ong, Cheng Soon	English	Undergrad		PDF Site	2023-11-11
Multi-Agent Reinforcement Learning: Foundations and Modern Approaches	Book	Algorithms Machine learning theory	Albrecht, Stefano V. Christianos, Filippos Schäfer, Lukas	English	Undergrad		PDF Site	2023-11-11	CC BY-NC-ND 4.0 DEED
Pattern Recognition and Machine Learning	Book	Algorithms Machine learning theory	Bishop, Christopher M.	English	Undergrad	2023-11	PDF Site	2023-11-11
Patterns, predictions, and actions: Foundations of machine learning	Book	Algorithms Machine learning theory	Hardt, Moritz Recht, Benjamin	English	Undergrad		PDF Site	2023-11-11	CC BY-NC-ND 4.0 DEED
Probabilistic Machine Learning: Advanced Topics	Book	Algorithms Machine learning theory	Murphy, Kevin P.	English	Undergrad		PDF Site	2023-11-11	CC BY-NC-ND 4.0 DEED
Probabilistic Machine Learning: An Introduction	Book	Algorithms Machine learning theory	Murphy, Kevin P.	English	Undergrad		PDF Site	2023-11-11	CC BY-NC-ND 4.0 DEED
Probability and Bayesian Modeling	Book	Algorithms Machine learning theory	Albert,Jim Hu, Jingchen	English	Undergrad		Web Res
Reinforcement Learning: An Introduction	Book	Algorithms Machine learning theory	Sutton, Richard S. Barto, Andrew G.	English	Undergrad		PDF Site	2023-11-11	CC BY-NC-ND 2.0 DEED
The Elements of Statistical Learning: Data Mining, Inference, and Prediction	Book	Algorithms Machine learning theory	Hastie, Trevor Tibshirani, Robert Friedman, Jerome	English	Undergrad		PDF Site	2023-11-11
Understanding Machine Learning: From Theory to Algorithms	Book	Algorithms Machine learning theory	Shalev-Shwartz, Shai Ben-David, Shai	English	Undergrad		PDF Site	2023-11-11	Personal use
Introduction to Online Convex Optimization	Book	Algorithms Machine learning theory Optimization	Hazan, Elad	English	Undergrad		PDF Site	2023-12-16
Hyperparameter Tuning for Machine and Deep Learning with R	Book	Algorithms Machine learning theory R	Bartz, Eva Bartz-Beielstein, Thomas Zaefferer, Martin Mersmann, Olaf	English	Undergrad		PDF EPUB Site	2023-12-22	CC BY 4.0 DEED
Hypergraph Computation	Book	Algorithms Data strctures Machine learning theory	Dai, Qionghai Gao, Yue	English	Undergrad		PDF EPUB Site	2023-12-22	CC BY 4.0 DEED
A Course in Reinforcement Learning	Book	Algorithms Reinforcement learning theoary	Bertsekas, Dimitri P.	English	Undergrad		PDF Site	2023-12-22
The Shallow and the Deep: A biased introduction to neural networks and old school machine learning	Book	Algorithms Machine learning theory	Biehl, Michael	English	Undergrad		PDF Site	2023-12-22	CC BY-NC-SA 4.0 DEED
Artificial Intelligence: Foundations of Computational Agents	Book	Algorithms Machine learning theory	Poole, David L. Mackworth, Alan K.	English	Undergrad		Web Site	2023-12-22	CC BY-NC-ND 4.0 DEED
Machine Learning: A First Course for Engineers and Scientists	Book	Algorithms Machine learning theory	Lindholm, Andreas Wahlström, Niklas Lindsten, Fredrik Schön, Thomas B.	English	Undergrad		PDF Site	2023-12-22
Graph Representation Learning	Book	Algorithms Machine learning theory	Hamilton, William L.	English	Undergrad		PDF	2023-12-22
Mathematical Foundations of Machine Learning	Book	Algorithms Machine learning theory	Kim, Seongjai	English	Undergrad		PDF Videos	2024-01-02