Practical Machine Learning With Python -

: A project-based video course that starts with environment setup (Anaconda/Jupyter) and moves into supervised and unsupervised learning.

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