Deep Learning WS 20/21

Browse all posts in the Deep Learning WS 20/21 category.

19 to 24 of 66

19JAN 2021
Deep Learning WS 20/21
Watch now: Deep Learning: Unsupervised Learning – Part 2 (WS 20/21)
In this video, we show fundamental concepts of autoencoders (AEs) ranging from undercomplete and sparse AEs, over stacked and denoising AEs all the way to Variational Autoencoders. Watch on:FAU TVFAU TV (no memes)YouTube Read the Transcript (Summer 2020) at:LMETowards Data Science
Read more about Watch now: Deep Learning: Unsupervised Learning – Part 2 (WS 20/21)
18JAN 2021
Deep Learning WS 20/21
Watch now: Deep Learning: Unsupervised Learning – Part 1 (WS 20/21)
In this video, we introduce the topic of unsupervised learning and start looking at Restricted Boltzmann Machines as one of the first approaches for Unsupervised Deep Learning. Watch on:FAU TVFAU TV (no memes)YouTube Read the Transcript (Summer 2020) at:LMETowards Data Science
Read more about Watch now: Deep Learning: Unsupervised Learning – Part 1 (WS 20/21)
15JAN 2021
Deep Learning WS 20/21
Watch now: Deep Learning: Reinforcement Learning – Part 5 (WS 20/21)
In the last video on reinforcement learning, we look into the deep reinforcement learning techniques. We start looking into how Deep Mind beat Atari Games and in particular breakout. Furthermore, we look into the technology behind AlphaGo and AlphaGoZero to play Go, Chess, and Shogi on world-class level. Watch on:FAU TVFAU TV (no memes)YouTube Read […]
Read more about Watch now: Deep Learning: Reinforcement Learning – Part 5 (WS 20/21)
14JAN 2021
Deep Learning WS 20/21
Watch now: Deep Learning: Reinforcement Learning – Part 4 (WS 20/21)
This video discusses several other solution approaches to learning games such as Monte Carlo Techniques, Temporal Difference Learning, Q Learning, and learning universal function approximators for reinforcement learning using the policy gradient. Watch on:FAU TVFAU TV (no memes)YouTube Read the Transcript (Summer 2020) at:LMETowards Data Science
Read more about Watch now: Deep Learning: Reinforcement Learning – Part 4 (WS 20/21)
13JAN 2021
Deep Learning 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
Read more about Watch now: Deep Learning: Reinforcement Learning – Part 3 (WS 20/21)
12JAN 2021
Deep Learning 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
Read more about Watch now: Deep Learning: Reinforcement Learning – Part 2 (WS 20/21)