The Hundred-Page Machine Learning Book by Andriy Burkov
It explains supervised and unsupervised learning, neural networks, deep learning, evaluation metrics, and best practices in a clear, no‑fluff style. Ideal for beginners who want a fast overview or practitioners looking for a compact reference.