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Below are some resources that I recommend.

Street Fighting Mathematics

“An antidote to mathematical rigor mortis, teaching how to guess answers without needing a proof or an exact calculation.” View Free Course Materials

Linear Algebra Done Right

Pretty explicit title, effectively conveys intuition of linear algebra. View Free Course Materials

Feynman Lectures on Physics

Comprehensive and intuitive physics college-level lectures. View Free Course Materials

A Mathematical Framework for Transformer Circuits

A seminal interpretability work by Anthropic to understand the inner workings of LLMs. I believe the intuition provided is still very valid today and can help non-interpretability people to understand a bit more the objects they are manipulating. View Paper Page

Andrej Karpathy’s Youtube Channel

Many great videos to understand the intuition of deep learning by a top researcher of the field. View Channel