This helps protect our community. Learn more

MIT 6.S191: Uncertainty in Deep Learning

322K subscribers

35K views 3 years ago

MIT Introduction to Deep Learning 6.S191: Lecture 10 Uncertainty in Deep Learning Lecturer: Jasper Snoek (Research Scientist, Google Brain) Google Brain January 2022 For all lectures, slides, and lab materials: http://introtodeeplearning.com Lecture Outline - coming soon! Subscribe to stay up to date with new deep learning lectures at MIT, or follow us @MITDeepLearning on Twitter and Instagram to stay fully-connected!!

...more

Live chat replay

See what others said about this video while it was live.

MIT 6.S191: Uncertainty in Deep Learning

Transcript

Follow along using the transcript.

Alexander Amini

322K subscribers

MIT 6.S191: Uncertainty in Deep Learning

Key moments View all

What do we mean by Out-of-Distribution Robustness?

What do we mean by Out-of-Distribution Robustness?

What do we mean by Out-of-Distribution Robustness?

Healthcare

Healthcare

Healthcare

Conversational Dialog systems

Conversational Dialog systems

Conversational Dialog systems

Sources of uncertainty: Model uncertainty

Sources of uncertainty: Model uncertainty

Sources of uncertainty: Model uncertainty

How do we measure the quality of uncertainty?

How do we measure the quality of uncertainty?

How do we measure the quality of uncertainty?

Neural Networks with SGD

Neural Networks with SGD

Neural Networks with SGD

Challenges with Bayes

Challenges with Bayes

Challenges with Bayes

Simple Baseline: Deep Ensembles

Simple Baseline: Deep Ensembles

Simple Baseline: Deep Ensembles

Alexander Amini

Live chat replay

MIT 6.S191: Uncertainty in Deep Learning

Comments 15

Key moments

What do we mean by Out-of-Distribution Robustness?

What do we mean by Out-of-Distribution Robustness?

What do we mean by Out-of-Distribution Robustness?

Healthcare

Healthcare

Healthcare

Conversational Dialog systems

Conversational Dialog systems

Conversational Dialog systems

Sources of uncertainty: Model uncertainty

Sources of uncertainty: Model uncertainty

Sources of uncertainty: Model uncertainty

How do we measure the quality of uncertainty?

How do we measure the quality of uncertainty?

How do we measure the quality of uncertainty?

Neural Networks with SGD

Neural Networks with SGD

Neural Networks with SGD

Challenges with Bayes

Challenges with Bayes

Challenges with Bayes

Simple Baseline: Deep Ensembles

Simple Baseline: Deep Ensembles

Simple Baseline: Deep Ensembles

Hyperparameter Ensembles

Hyperparameter Ensembles

Hyperparameter Ensembles

Rank-1 Bayesian Neural Networks

Rank-1 Bayesian Neural Networks

Rank-1 Bayesian Neural Networks

Description

Key moments View all

Alexander Amini

Transcript

MIT 6.S191 (2021): Introduction to Deep Learning

Key moments

Key moments