Practical Machine Learning With Python – Reliable

: A developer-focused guide covering everything from classical algorithms (linear regression, k-nearest neighbors) to modern LLM-powered workflows using LangChain and Hugging Face.

: Focused on the end-to-end workflow, including data processing, feature engineering, and model deployment . Practical Machine Learning with Python

The book by Dipanjan Sarkar, Raghav Bali, and Tushar Sharma is a highly recommended "problem-solver's guide". It uses a structured three-tiered approach: including data processing