Completed
- Introduction and Themis AI
Class Central Classrooms beta
YouTube playlists curated by Class Central.
Classroom Contents
Trustworthy Deep Learning
Automatically move to the next video in the Classroom when playback concludes
- 1 - Introduction and Themis AI
- 2 - Background
- 3 - Challenges for Robust Deep Learning
- 4 - What is Algorithmic Bias?
- 5 - Class imbalance
- 6 - Latent feature imbalance
- 7 - Debiasing variational autoencoder DB-VAE
- 8 - DB-VAE mathematics
- 9 - Uncertainty in deep learning
- 10 - Types of uncertainty in AI
- 11 - Aleatoric vs epistemic uncertainty
- 12 - Estimating aleatoric uncertainty
- 13 - Estimating epistemic uncertainty
- 14 - Evidential deep learning
- 15 - Recap of challenges
- 16 - How Themis AI is transforming risk-awareness of AI
- 17 - Capsa: Open-source risk-aware AI wrapper
- 18 - Unlocking the future of trustworthy AI
