Local Is All You Need.
Ran @karpathy's nanochat pipeline at home in 3 days on a DGX Spark Bundle ($8K once, $0 per run off solar). His speedrun does it in 3 hours on a rented 8xH100 for ~$48. Writeup: https://t.co/1JhRwHdpjH
@AmandaAskell Get your pilots license. You’ll train in a Cessna. Stall training will make all flight simulators boring. Flying will put everything into perspective throughout your career no matter what you do.
@ProfTomYeh@karpathy Pencil-and-paper backpropagation (derivatives + chain rule) for llm.c should maybe be step 0.
Matrix multiplication is important, but one won't understand the llm.c backprop matmul function calls without it.
@pmddomingos Physicist here. I am no Einstein but loved every minute of grad school. I wouldn't be an RSE (best job in the world) without that knowledge, training and experience.
@karpathy@ycombinator I've had so much fun and learned so much from your nanoGPT repo and videos - they're like @beneater's 6502 kit and videos for me.
I tinker with both all the time - what I was trying to convey.