Introduction to Machine Learning (4th ed.).

Alpaydin, E. (2020). Introduction to Machine Learning (4th ed.). MIT Press. https://mitpress.mit.edu/books/introduction-machine-learning-fourth-edition

The fourth edition of Introduction to Machine Learning is a comprehensive textbook by Ethem Alpaydın published by The MIT Press. The book serves as an essential guide for students and professionals, defining the field as the process of training computers to solve problems using historical data and past experiences. This significantly updated version incorporates modern advancements in deep learning and neural networks, while maintaining a broad scope that covers everything from Bayesian decision theory to reinforcement learning. By balancing theoretical foundations with practical applications, the resource functions as a versatile tool for understanding the technologies powering innovations like autonomous vehicles and speech recognition.