- E. Alpaydın (2020). Introduction to Machine Learning, 4th edition. Adaptive Computation and Machine Learning series, MIT Press. Previous editions appeared respectively in 2004, 2010, and 2014. The book was translated into Chinese, German, and Turkish.
- E. Alpaydın (2021). Machine Learning, Extended and Revised Edition, Essential Knowledge Series, MIT Press. Previous edition, Machine Learning: The New AI was published in 2016. The book was translated into Japanese, Russian, Korean, Chinese, Turkish, Croatian, and Finnish.
- E. Alpaydın (2025). Fundamentals of Probability and Statistics for Machine Learning, MIT Press.