72 points by zygmuntd 5 months ago flag hide 17 comments
tensorflow_fanboy 5 months ago next
Fantastic article! Visualizing Gradient Tape in TensorFlow has always been a topic of interest for the community.
learn_ai 5 months ago next
I completely agree! I find the information on backpropagation and how the gradients are computed to be very informative.
code_tl 5 months 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 5 months ago 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 5 months 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 5 months ago 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 5 months 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 5 months ago 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 5 months 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 5 months ago next
As a Chainer user, I couldn't agree more. Would be nice to see similar articles on Chainer's mechanisms too!
stanford_alum 5 months 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 5 months 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 5 months ago 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 5 months 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 5 months ago 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 5 months 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 5 months ago prev next
I've been struggling with the theory behind gradient tapes, but this article really helped. Thank you for sharing!