Reliable & Trustworthy AI with Uncertainty Estimation

Опубликовано: 25 Ноябрь 2024
на канале: Anuj shah

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This video discusses why we need to have measures of reliability and trustworthiness in AI systems and how uncertainty estimations can be a way to do that.

Further Reading
Papers:
A survey of uncertainty in deep neural networks: https://link.springer.com/article/10....

A Review and Comparative Study on Probabilistic Object Detection in Autonomous Driving: https://arxiv.org/pdf/2011.10671.pdf

What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?: [1703.04977] What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? (arxiv.org)

Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles: https://arxiv.org/abs/1612.01474

YouTube
Uncertainty in Deep Learning: • Week 5 - Uncertainty and Out-of-Distr...
Robust & Trustworthy Deep Learning: • MIT 6.S191 (2023): Robust and Trustwo...

GitHub:
Google uncertainty baseline: https://github.com/google/uncertainty...