Ask HN: How to get started with Machine Learning?

"Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems, 2nd ed." by Aurélien Géron (2022), published by O'Reilly, is one of my favorite technical books ever. It was published before LLMs became hot.

See my comment here plus the other comments in this thread: https://news.ycombinator.com/item?id=36433289

I believe the math background is quite important in ML, and having a good understanding of it from the beginning helps tremendously. You can check my answer from before here: https://news.ycombinator.com/item?id=36477464

I would start using Google because it's not the first time someone asks this question