44 ms·
PyTorch already does a huge job at keeping DL not verbose. It captures the complexity to allow you to make a whole GPT model with it, running on your GPU, and k
by GL26 3mo ago
PyTorch already does a huge job at keeping DL not verbose. It captures the complexity to allow you to make a whole GPT model with it, running on your GPU, and keep the code readable. Yes, there are a lot of breaking points, but at some point, DL is supposed to be non trivial, it handles math concepts most people don’t understand. That is why Data Scientists have a job ;)
- sva_ 3mo agoI mean partial derivatives aren't that complicated if you know normal derivatives, which most people do. And backpropagation isn't too difficult either. The value of PyTorch lies more in utilizing accelerators like GPUs while offering a nice abstraction. But you can build your own (inefficient) tensor library without too much effort as e.g. Andrej Karpathy has shown in his "NN zero to hero" youtube series.
- breezybottom 3mo agoI hope you don't actually believe that most people know derivatives.
- farresito 3mo agoI would hope most people do. It's in pretty much every high school curriculum, isn't it?
- maleldil 3mo agohttps://xkcd.com/2501/ https://xkcd.com/2501/ Even if most people had calculus in high school (which is not a given), I'd expect pretty much anyone who did not go into STEM to promptly forget it, just like I forgot much from chemistry and biology after studying Computer Science.
- legobmw99 3mo agoI attended one of the better (read: top ~200) public high schools in the US, and you could graduate without even taking trigonometry
- breezybottom 3mo agoNot in the United States at least. It's only something you would need if you went on to college anyway.