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The ergonomics for Tensorflow are probably always going to be behind PyTorch (or Keras for that matter). The fact that the API has not been stable for the past 6 years has really burned me one too many times to not flinch at using it. It is basically an internal Google tool that has been made available to the public, and like most internal tools at Google the deprecated/developmental dichotomy applies (https://goomics.net/50/). That said the deployment of TensorFlow models onto mobile devices or the browser is really good, so sometimes the pain is necessary.


That comic reminds of the current state of azure machine learning. What a mess. I'd actually love to use GCP at this point, I've never had such a weird insanity of SDKs with Google Cloud.

Though I agree that it is very weird that google is treating TF as an internal product, versus something more akin to GCP. There's no reason for them to do so especially after they had the chance to break and redo tons of stuff for TF2.


That Goomics comic was shown in my Noogler training. I thought it was a joke, but I've learned it's definitely not a joke.




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