Channel: Siraj Raval

Category: Education

Tags: algorithmsbacteriamathematicsneural networkhealthcarehealthcare aideep learninglstm networktensorflowgeneticscomputer sciencegenomicsrecurrent networkpythonbiologydiagnosismedicineclassificationmachine learningneuripsgoogle researchai researchmathsiraj ravalstatistics

Description: 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: arxiv.org/pdf/1906.02845.pdf The researcher's code: github.com/google-research/google-research/tree/master/genomics_ood TWITTER: bit.ly/2OHYLbB INSTAGRAM: bit.ly/312pLUb FACEBOOK: bit.ly/2OqOhx1 WEBSITE: bit.ly/2OoVPQF My notes from the paper (the images are from across the Web): colab.research.google.com/drive/1BKX05LlnqRY74wzvuER9OS6yM9QemJNt Visualization script: gist.github.com/llSourcell/21a29a43a3398d301f51328dbbaa1822 Generative Modeling: youtube.com/watch?v=FZBFV7xfGaY youtube.com/watch?v=HyuBTMaKFmU Defense Against Adversarial Attacks: youtube.com/watch?v=JjlV62_kGUc LSTM Networks Explained: youtube.com/watch?v=9zhrxE5PQgY Recurrent Networks Explained: youtube.com/watch?v=BwmddtPFWtA Are you a total beginner to machine learning? Watch this: youtube.com/watch?v=Cr6VqTRO1v0 Join us in the Wizards Slack channel: wizards.herokuapp.com Hit the Join button above to sign up to become a member of my channel for access to exclusive live streams! Signup for my newsletter for exciting updates in the field of AI: goo.gl/FZzJ5w And please support me on Patreon: patreon.com/user?u=3191693