#### liamkk112

##### Well-Known Member

- Joined
- Mar 26, 2022

- Messages
- 800

- Gender
- Female

- HSC
- 2023

heavy linear algebra from memory

tbh u can’t really learn machine learning super quickly lol , there is just so much going into it. from memory u should know all of this for mastery, though i could be wrong on a couple of things:

- discrete math (set theory, functions and probability mainly)

- some calc of several variables

- probably a bit more advanced probability, primarily random variables

- linear algebra

- python libraries for data including pandas, numpy, matplotlib

- python libraries for machine learning eg tensorflow or pytorch

u could probably skip a couple of the above topics, but straight up u can’t use tensorflow or pytorch without knowing what a tensor is, which really needs good linear algebra knowledge, it isn’t even taught in any usual uni linear algebra courses since it is quite an extended topic, mainly used in subjects like general relativity as well.