My Recommendations to Learn Mathematics for Machine Learning
I have always emphasized on the importance of mathematics in machine learning. Here is a compilation of resources (books, videos, and papers) to get you going.
This is not an exhaustive list but I have carefully curated it based on my experience and observations.
This is a repost of my Twitter thread that you can find here. I will keep updating the list here as I come across more useful resources.
Mathematics for Machine Learning
by Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong
Source: https://mml-book.github.io
Note: this is probably the place you want to start. Start slowly and work on some examples. Pay close attention to the notation and get comfortable with it.