書籍・資料†
機械学習や統計関係の書籍をみなさんに紹介しましょう．
リンク†
無料で配布されている本
- All of Statistics: A Concise Course in Statistical Inference Larry Wasserman
- Algorithmic Game Theory N.Nisan, T.Roughgarden, É.Tardos, and V.V.Vazirani
- Artificial Intelligence: Foundations of Computational Agents David L. Poole and Alan K. Mackworth
- Bayesian Reasoning and Machine Learning David Barber
- Clever Algorithms: Nature-Inspired Programming Recipes Jason Brownlee
- Computer Vision: Algorithms and Applications Richard Szeliski
- Convergence of Stochastic Processes D.Pollard
- Convex Optimization Stephen Boyd and Lieven Vandenberghe
- Deep Learning Ian Goodfellow, Yoshua Bengio, and Aaron Courville
- Difference Equations to Differential Equations Dan Sloughter
- Entropy and Information Theory R.M.Gray
- Ethical Artificial Intelligence Bill Hibbard
- Foundations of Data Science Avrim Blum, John Hopcroft, and Ravindran Kannan
- Foundations of the Theory of Probability A.N.Kolmogorov
- Foundations of Machine Learning Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar
- Global Optimization Algorithms - Theory and Application Thomas Weise
- Inductive Logic Programming -- Techniques and Applications N.Lavrac & S.Dzeroski
- Information Retrieval C.J.van Rijsbeergen
- Introduction to Machine Learning N.J.Nilsson
- Machine Learning Tom M. Mitchell
- Machine Learning, Neural and Statistical Classification D.Michie, D.J.Spiegelhalter, C.C.Taylor
ｰMachine Learning Yearning Andrew Ng
- Markov Random Field Modeling in Computer Vision Stan Z. Li
- Mining of Massive Datasets Jure Leskovec, Anand Rajaraman, and Jeffrey D. Ullman
- Model-Based Machine Learning：Bishop による例に基づく機械学習の入門書
- Natural Image Statistics --- A probabilistic approach to early computational vision A.Hyvärinen et al.
- Neural Networks - A Systematic Introduction" Raul Rojas;
- Pattern Recognition and Machine Learning Christopher Bishop
- The Quest for Artificial Intelligence: A History of Ideas and Achievements
- Reinforcement Learning: An Introduction R.S.Sutton and A.G.Barto ：強化学習の定番教科書
- The Society of Mind M. Minsky：AIの著名な本
- Social Media Mining: An Introduction Zafarani, Ali Abbasi, and Liu
- Understanding Machine Learning: From Theory to Algorithms Shai Shalev-Shwartz and Shai Ben-David
- 日本統計学会創立75周年記念出版『21世紀の統計科学』(全3巻) 増補HP版
- 総務省 統計教材
書評一覧†
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