Scientific AI Hamprecht Lab, IWR, Heidelberg University

Teaching

Winter semester 2024

Summer semester 2024

Winter semester 2023

Video lectures

Computer Vision: Foundations (Summer Term 2020)

Machine Learning (Winter Term 2019)

Machine Learning for Computer Vision (Winter Term 2017)

Pattern Recognition (Summer Term 2012)

Full playlist on youtube.

1 Introduction

2 Correlation measures, Gaussian Models

3 Dimensionality Reduction

4 Neural Networks

5 Support Vector Machines

6 Kernels, Random Forest

7 Regression

8 Gaussian Processes

9 Unsupervised Learning

10 Directed Graphical Models

11 Optimization

12 Structured Learning

Image Analysis (Summer Term 2013 / 2015).

Full playlist on youtube, including some added material (scroll to last entries).

1 Introduction

2 Patches in Image Analysis

3 Fourier Transformation

4 Wavelets

5 Images as Topographic Maps

6 Gaussian Random Fields

7 Fields of Experts, Discrete MRFs

8 Binary pairwise MRFs and Graph Cut

9 Structured learning

10 Light Fields and Compressive Sensing