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Although I myself am not related to the industry or academia pertaining to AI, I have heard many people speak highly of the zero to hero course by Andrej Karpat

• barbazoo 3y ago
  Thanks for sharing.
• kekebo 3y ago
  Seconded. It's a hands-on approach starting with implementing a pytorch-like api from the ground up with manual backprop up to implementing a simple transformer / gpt variant in actual pytorch.
• _ea1k 3y ago
  That course is fantastic. Just don't be afraid to pause and rewatch. It took me a long time to get through the first three videos.
• nocoder 3y ago
  Would you mind sharing, what level of programming & mathematical background do I need? I know basic python (read python for data analysis) & currently half way through elements of statistical learning. What else do I need to learn?
  • pedrosorio 3y ago
    > half way through elements of statistical learning If you're able to make it that far on ESL, mathematical background certainly won't hold you back when learning anything "neural networks" related. Specially not a spelled-out practical intro. > I know basic python (read python for data analysis) You may want to get more comfortable with programming in general (outside of the data analysis realm), but you can learn everything you're missing while watching Karpathy's series (and referencing the python docs).
• m3affan 3y ago
  Karpathy is great researcher in the field, but that doesn't always translate into good explanation skills automatically.