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Troubleshooting Deep Neural Networks

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Chip Huyen: I saw a guy debugging his model today. No idpb. No unittest. No visualization. No disabling regularization. He just sat there staring at every line of code and cursing TensorFlow. Like every machine learning researcher I know.

52 replies, 3584 likes


Chip Huyen: Some people asked about resources/tips on debugging machine learning models. Here you go :-) 1. http://josh-tobin.com/assets/pdf/troubleshooting-deep-neural-networks-01-19.pdf 2. https://medium.com/infinity-aka-aseem/things-we-wish-we-had-known-before-we-started-our-first-machine-learning-project-336d1d6f2184 3. https://medium.com/@keeper6928/how-to-unit-test-machine-learning-code-57cf6fd81765 4. https://pcc.cs.byu.edu/2017/10/02/practical-advice-for-building-deep-neural-networks/ 5. https://medium.com/ai%C2%B3-theory-practice-business/top-6-errors-novice-machine-learning-engineers-make-e82273d394db 6. http://karpathy.github.io/2019/04/25/recipe/

14 replies, 2205 likes


Sayak Paul: An interview with @josh_tobin_ : https://medium.com/@spsayakpaul/an-interview-with-josh-tobin-research-scientist-at-openai-f30305c20493. @GoogleDevsIN @GoogleDevExpert

1 replies, 11 likes


JCIM: #HighlightOfTheWeek If your #MachineLearning model is not working, @chipro has some tips on debugging it. https://twitter.com/chipro/status/1189564204312711170?s=19

0 replies, 4 likes


Content

Found on Oct 26 2019 at http://josh-tobin.com/assets/pdf/troubleshooting-deep-neural-networks-01-19.pdf

PDF content of a computer science paper: Troubleshooting Deep Neural Networks