21 - Pattern Analysis/ClipID:8260 previous clip

Recording date 2017-07-26

Via

Free

Language

English

Organisational Unit

Lehrstuhl für Informatik 14 (Bild- und Sprachverarbeitung)

Producer

MultiMediaZentrum

Format

lecture

This lecture complements (and builds on top of) the lectures "Introduction to Pattern Recognition" and "Pattern Recognition". In this third edition, we focus on modeling of densities, and how to use these models for analyzing the data. Major topics of this lecture are regression, density estimation, manifold learning, hidden Markov models, conditional random fields, and random forests. The lecture is accompanied by exercises, where theoretical results are practically implemented and applied.

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