Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow by Aurélien Géron

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow is a thorough educational resource and reference guide published by O'Reilly Media. Written by machine learning expert Aurélien Géron, this book combines theoretical foundations with practical, code-first examples to teach modern machine learning and deep learning techniques. The second edition covers both classical machine learning algorithms and modern deep learning approaches, making it accessible to programmers with varying levels of experience in AI. Rather than a software tool itself, it serves as a learning platform and interactive guide that helps practitioners build real-world machine learning systems using three of the most popular Python libraries: Scikit-Learn for traditional ML, and Keras/TensorFlow for neural networks and deep learning. The resource emphasizes hands-on projects and practical implementation over pure theory.