The best way to learn machine learning in 2024 involves a combination of structured learning and practical application. Start with foundational books like "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow" by Aurélien Géron, and "The Elements of Statistical Learning" for theory. Supplement with online courses, interactive content, and real-life projects to solidify understanding and gain practical experience.