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I have been working on my DNN model using TensorFlow even though ML is not my main research. But it is a substantial part of my research, so I have to figure th
by ayakang31415 3y ago
I have been working on my DNN model using TensorFlow even though ML is not my main research. But it is a substantial part of my research, so I have to figure things out on my own, and I have done so over the past 3 years. However, I spend so much time on figuring out how any of TF methods works and debugging them. I never used JAX but I am not sure if this sort of grinding is normal when you use JAX as well (I always hear great things about JAX). I have built so many things using TF I don't think it is wise for me to learn JAX and migrate my work into JAX code base.
- polygamous_bat 3y agoIs there a reason you are limited to JAX/tensorflow and can't use pytorch? For a lot of people I know whose main job was not to write code, switching from tensorflow to pytorch was something that saved them ten to hundreds of hours in the long run, even accounting for the initial learning time.
- ayakang31415 3y agoI always feel like I am a prisoner of sunk cost fallacy
- rg111 3y agoYou should definitely switch to PyTorch. Or even JAX. TF is not worth it anymore.