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Advanced Probabilistic Machine Learning (WT 2025/26)
Prof. Dr. Ralf Herbrich
Foundations, Methods, Applications
Lectures
Probability Theory
Prof. Dr. Ralf Herbrich
Date: October 14, 2025
Language: English
Duration: 01:13:12
Probability Theory
01:13:12
Probability Theory & Linear Algebra
Prof. Dr. Ralf Herbrich
Date: October 21, 2025
Language: English
Duration: 01:30:43
Probability Theory & Linear Algebra
01:30:43
Linear Algebra
Prof. Dr. Ralf Herbrich
Date: October 28, 2025
Language: English
Duration: 01:30:32
Linear Algebra
01:30:32
Graphical Models
Prof. Dr. Ralf Herbrich
Date: November 3, 2025
Language: English
Duration: 01:26:31
Graphical Models
01:26:31
Graphical Models & Exact Inference
Prof. Dr. Ralf Herbrich
Date: November 11, 2025
Language: English
Duration: 01:29:31
Graphical Models & Exact Inference
01:29:31
Exact Inference
Prof. Dr. Ralf Herbrich
Date: November 18, 2025
Language: English
Duration: 01:30:10
Exact Inference
01:30:10
Exact Inference & Approximate Inference: Expectation Propagation
Prof. Dr. Ralf Herbrich
Date: November 25, 2025
Language: English
Duration: 01:28:42
Exact Inference & Approximate Inference: Expectation Propagation
01:28:42
Approximate Inference: Expectation Propagation
Prof. Dr. Ralf Herbrich
Date: December 2, 2025
Language: English
Duration: 01:23:44
Approximate Inference: Expectation Propagation
01:23:44
Approximate Inference: Expectation Propagation (2)
Prof. Dr. Ralf Herbrich
Date: December 9, 2025
Language: English
Duration: 01:30:48
Approximate Inference: Expectation Propagation (2)
01:30:48
Approximate Inference: Variational Inference
Prof. Dr. Ralf Herbrich
Date: December 17, 2025
Language: English
Duration: 01:33:02
Approximate Inference: Variational Inference
01:33:02
Approximate Inference: Variational Inference (2)
Prof. Dr. Ralf Herbrich
Date: January 13, 2026
Language: English
Duration: 01:27:10
Approximate Inference: Variational Inference (2)
01:27:10
Lectures
11
Probability Theory
Probability Theory & Linear Algebra
Linear Algebra
Graphical Models
Graphical Models & Exact Inference
Exact Inference
Exact Inference & Approximate Inference: Expectation Propagation
Approximate Inference: Expectation Propagation
Approximate Inference: Expectation Propagation (2)
Approximate Inference: Variational Inference
Approximate Inference: Variational Inference (2)