Deep learning classifiers make the ladies (and gentlemen) swoon, but they often classify novel data that's not in the training set incorrectly with high confidence. This has serious real world consequences! In Medicine, this could mean misdiagnosing a patient. In autonomous vehicles, this could mean ignoring a stop sign. Machines are increasingly tasked with making life or death decisions like that, so it's important that we figure out how to correct this problem! I found a new, relatively obscure yet extremely fascinating paper out of Google Research that tackles this problem head on. In this episode, I'll explain the work of these researchers, we'll write some code, do some math, do some visualizations, and by the end I'll freestyle rap about AI and genomics. I had a lot of fun making this, so I hope you enjoy it!

Likelihood Ratios for Out-of-Distribution Detection paper:
https://arxiv.org/pdf/1906.02845.pdf

The researcher's code:
https://github.com/google-research/go...

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My notes from the paper (the images are from across the Web):
https://colab.research.google.com/dri...

Visualization script:
https://gist.github.com/llSourcell/21...

Generative Modeling:
   • Generative Modeling Applications  
   • Generative Models - The Math of Intel...  

Defense Against Adversarial Attacks:
   • Defense Against Adversarial Attacks  

LSTM Networks Explained:
   • LSTM Networks - The Math of Intellige...  

Recurrent Networks Explained:
   • Recurrent Neural Network - The Math o...  

Are you a total beginner to machine learning? Watch this:
   • Learn Machine Learning in 3 Months (w...  

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