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Troubleshooting Deep Neural Networks

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Oct 26 2019 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.
55 replies, 3637 likes


Oct 30 2019 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/
12 replies, 2161 likes


Sep 29 2019 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


Nov 01 2019 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


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