Prof. Dr. Ralf Herbrich

Introduction to Probabilistic Machine Learning (ST 2024) - tele-TASK

Education EN ↓ 25 episodes

Probabilistic machine learning has gained a lot of practical relevance over the past 15 years as it is highly data-efficient, allows practitioners to easily incorporate domain expertise and, due to the recent advances in efficient approximate inference, is highly scalable. Moreover, it has close relations to causal inference which is one of the key methods for measuring cause-effect relationships of machine learning models and explainable artificial intelligence. This course will introduce all recent developments in probabilistic modeling and inference. It will cover both the theoretical as we...

Be sure to visit the podcast's website and support the creator: www.tele-task.de

Author

Prof. Dr. Ralf Herbrich

Category

Education

Podcast website

www.tele-task.de

Latest episode

Jul 15, 2024

Where to listen?

Podcasts in the app Replaio Radio Coming soon

Podcasts are coming to the app soon. Install now and be the first to see a whole new take on podcasts

Get it on Google Play Install for free Android almost 10M downloads · 4.8 rating iOS soon

Episodes

Exam Preparation Video 15.07.2024
Real-World Applications Video 08.07.2024
Information Theory Video 01.07.2024

Audio starts at 00:23:27

Practical Tutorial Video 25.06.2024
Gaussian Processes Video 24.06.2024
Tutorial 10 - Recap Theory Unit 9 Video 18.06.2024
Non-Bayesian Classification Video 17.06.2024
Tutorial 9 - Recap Theory Unit 8 Video 12.06.2024
Bayesian Regression & Bayesian Classification Video 10.06.2024
Practical Tutorial Video 04.06.2024
Bayesian Regression Video 03.06.2024
Tutorial 7 - Recap Theory Unit 6 Video 28.05.2024
Linear Basis Function Models & Bayesian Regression Video 27.05.2024
Tutorial 6 - Recap Theory Unit 5 Video 14.05.2024
Linear Basis Function Models Video 13.05.2024
Practical Tutorial Video 07.05.2024
Bayesian Ranking Video 06.05.2024
Tutorial 4 - Recap Theory Unit 3 & 4 Video 30.04.2024
Graphical Models: Inference Video 29.04.2024
Tutorial Video 23.04.2024
Graphical Models: Independence Video 22.04.2024
Tutorial 2 - Recap Theory Unit 1 & 2 Video 16.04.2024
Inference & Decision Making Video 15.04.2024
Julia Video 09.04.2024
Probability Video 08.04.2024

Listen to the Introduction to Probabilistic Machine Learning (ST 2024) - tele-TASK podcast in Replaio

Radio and podcasts in one app - free, with no sign-up. Install today and do not miss the launch

Get it on Google Play

Replaio is not a podcast publisher; show names, artwork and audio belong to their authors and are distributed through public RSS feeds.