Bast math requirement?

hello everyone,
I want to know what will be the most important math required to understand or simplify the NN.
I would also appreciate it if you a attach the materials required with the reply.

thank you.

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Linear Algebra is where you should start. There’s more math that you can apply to NN, including a lot of stuff only people like me who grew up in math departments understand, but linear algebra is pretty much all you need to work at a professional level.

This is a more advanced undergraduate book, but is very good.

Here is a more beginner oriented text with some useful applications:

Some combinatorics might be helpful, but don’t prioritize this at the start. There are many great books. Really, learn linear algebra first though.

thank you very much!!