can you explain why you think TensorFlow fumbled?
The few people I know back then used keras instead. I switched to PyTorch for my next project which was more "batteries included".
A simple feeling has such a power. May he gets an opportunity to create one more powerful tool before retiring.
Other decisions follow from this one.
Tensorflow started with static and had to move to dynamic at version 2.0, which broke everything. Fragmentation between tensorflow 1, tensorflow 2, keras, jax.
Pytorch's compilation of this computation graph erased the remaining edge of Tensorflow.
Is the battle over ? From a purely computational point, Pytorch solution is very far from optimal and billions of dollars of electricity and GPUs are burned every year, but major players are happy with circular deals to entrench their positions. So at the pace of current AI code development, probably one or two years before Pytorch is old history.
[1] https://www.geeksforgeeks.org/deep-learning/dynamic-vs-stati...
Pytorch and old Lua Torch were a pleasure to work with compared to the contemporary Tensorflow. Lots of S.C's code was copied around liberally, it had its quirks (I remember the DCGAN code had a pretty odd way of doing parameter passing) but it was also really easy to understand and made random people like me feel like we had suddenly stumbled onto something crazy powerful (which we had!). It was wonderfully hackable.
I mention this because it feels analogous to military research, where people "dream" of how advanced the military is, how forward they are compared to public research... and yet, it seems to be a recurring myth they love to sustain.
So the signal I get here is AI "labs" in BigTech have nothing worth waiting for around the corner, it's just more of the same and boring for people who stick there.
PyTorch of course has the benefit of being dynamically debuggable. Can’t forget the first time I break pointed my pytorch model and wrote pytorch calls inside the terminal to inspect the behavior. That’s still something I miss a lot now that I’m working with only “fast” compiled code.
msmd74•1h ago
If you take advice from reformed Internet trolls, consider turning off all your devices and trying to give yourself at least a week, but ideally a month offline staring at your new baby. You'll never get that time back and there's nothing your brain will appreciate more than loading up those memories as they grow.
Good luck.