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fast.ai also does autograd from scratch - and goes further than Karpathy since it even does matrix multiplication from scratch.

But it doesn’t start there. It uses top-down pedagogy, instead of bottom up.



Oh that’s interesting to know! I guess I gel better with bottom up. As soon as I start seeing API functions I don’t understand I immediately want to know how they work!




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