Lecture Videos

Watch now: Pattern Recognition: 31 – EM Algorithm Example (WS 20/21)

In this video, we show how to apply the EM Algorithm to Magnetic Resonance Imaging for simultaneous bias field correction and image segmentation. Watch on:FAU TVYouTube

January 13, 2021 Kategorie: Pattern Recognition WS 20/21

Watch now: Deep Learning: Reinforcement Learning – Part 3 (WS 20/21)

This video explains a fundamental learning technique in reinforcement learning: Policy Iteration. Watch on:FAU TVFAU TV (no memes)YouTube Read the Transcript (Summer 2020) at:LMETowards Data Science

January 13, 2021 Kategorie: Deep Learning WS 20/21

Watch now: Pattern Recognition: Episode 30 – Expectation Maximization Algorithm (WS 20/21)

In this video, we analyze the expectation-maximization algorithm and relate it to Kullback-Leibler statistics in the context of the missing information principle. Watch on:FAU TVYouTube

January 12, 2021 Kategorie: Pattern Recognition WS 20/21

Watch now: Deep Learning: Reinforcement Learning – Part 2 (WS 20/21)

This video explains the basics of reinforcement learning: The Markov Decision Process and how to compute the expected future return. Watch on:FAU TVFAU TV (no memes)YouTube Read the Transcript (Summer 2020) at:LMETowards Data Science

January 12, 2021 Kategorie: Deep Learning WS 20/21

Watch now: Pattern Recognition: Episode 29 – Expectation Maximization – Introduction (WS 20/21)

In this video, we have a look at the expectation maximization algorithm using Gaussian Mixture Models. Watch on:FAU TVYouTube

January 11, 2021 Kategorie: Pattern Recognition WS 20/21

Watch now: Deep Learning: Reinforcement Learning – Part 1 (WS 20/21)

This video explains the concepts of sequential decision making and the multi-armed bandit problem. Watch on:FAU TVFAU TV (no memes)YouTube Read the Transcript (Summer 2020) at:LMETowards Data Science

January 11, 2021 Kategorie: Deep Learning WS 20/21

Watch now: Deep Learning: Visualization & Attention – Part 5 (WS 20/21)

This video explains the concepts of attention in deep learning. Watch on:FAU TVFAU TV (no memes)YouTube Read the Transcript (Summer 2020) at:LMETowards Data Science

December 25, 2020 Kategorie: Deep Learning WS 20/21

Watch now: Deep Learning – Christmas Special: Will we ever have consciousness in the machine?

This is a video for everybody who is also interested in more philosophical topics such as conscious and self-aware machines. We did a small review of the state-of-the-art and present what we found. Watch on:FAU TVYouTube Read the Paper at:ArxivFrontiers on Computational Neuroscience

December 24, 2020 Kategorie: Deep Learning WS 20/21

Watch now: Deep Learning: Visualization & Attention – Part 4 (WS 20/21)

This video introduces gradient and optimization based visualization. Watch on:FAU TVFAU TV (no memes)YouTube Read the Transcript (Summer 2020) at:LMETowards Data Science

December 24, 2020 Kategorie: Deep Learning WS 20/21

Watch now: Deep Learning: Visualization & Attention – Part 3 (WS 20/21)

This video shows simple visualization techniques based on lesion studies and investigating activations. Watch on:FAU TVFAU TV (no memes)YouTube Read the Transcript (Summer 2020) at:LMETowards Data Science

December 23, 2020 Kategorie: Deep Learning WS 20/21