Uploaded January 2020 | Updated September 2026, 2 weeks ago
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 Join my AI community: chatgptschool.io Sign up for my AI Sports betting Bot, WagerGPT! (500 spots available): https://www.wagergpt.xyz
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 Join my AI community: chatgptschool.io Sign up for my AI Sports betting Bot, WagerGPT! (500 spots available): https://www.wagergpt.xyz
