d243: Guide for Debugging TensorFlow Neural Networks

A Practical Guide for Debugging Tensorflow Codes by Jongwook Choi

• Code: https://github.com/wookayin/TensorflowKR-2016-talk-debugging
• Slides: https://wookayin.github.io/TensorflowKR-2016-talk-debugging/#1
• Video (in Korean):

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Tensor Debugger (TDB) – a visual debugger for deep learning

• https://github.com/ericjang/tdb
• MNIST Visualization Example (ipynb): https://github.com/ericjang/tdb/blob/master/notebooks/mnist_demo.ipynb
• Discussion on Hacker News: https://news.ycombinator.com/item?id=10734724
• Example visualisation of Tensor Debugger running on MNIST model implemented in TensorFlow:

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Additional reading on TensorFlow debugging

• What features does TensorFlow have for Debugging Neural Networks?
• How to debug Tensorflow Network weights/outputs/cost per input sample?
• General Guide to Faster, Less Frustrating Debugging