My work revolves around statistics and linear algebra with maybe a little bit of calculus.
The thing with math is that you remember it only if you regularly practice it.
I have some great references which I suggest for timely repetitive referencing.
- Lumen Learning for Basic Math Refresher 🔃
- Nice Blog for refreshing statisics 👌
- Probability and Statistics for Computer Scientists 👈 Use as Reference!
- ML Cheatsheet…Still under construction though 🤔
- Probability Cheatsheet 👈
- Statlect online textbook
- Seeing Theory to visualize probability and statistics 😵
- Manga Book for Linear Algebra
- StatQuest by Josh Stramer 👈
This is hands down the best intro YouTube channel for statistics.
Watch these two playlists:
- Strang Linear Algebra Notes
- Strang Videos for Above Notes
- Linear Algebra Cheat Sheet
- Linear Algebra by 3Blue1Brown 👈
This video gives a visual intuition of linear algebra.
- Calculus by 3Blue1Brown
This video gives a visual intuition of calculus.
- Neural Network Backprop by 3Blue1Brown
You can refer textbooks and solve questions to get a better grounding. But for now, having atleast a basic idea of the various concepts will suffice. 🤷♂️