I have been watching lectures on machine learning series from the professor at Stanford. His name is Andrew Ng.
These are the notes provided by Andrew Ng in his course, which were very helpful when I was learning machine learning:
https://cs229.stanford.edu/lectures-spring2022/main_notes.pdf
The lectures and some notes I was able to take: