# Lecture Notes in Deep Learning

## Lecture Notes in Deep Learning: Known Operator Learning – Part 4

Deep Design Patterns These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automatica...

## Lecture Notes in Deep Learning: Known Operator Learning – Part 3

CT Reconstruction Revisited These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely aut...

## Lecture Notes in Deep Learning: Known Operator Learning – Part 2

Boundaries on Learning These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automati...

## Lecture Notes in Deep Learning: Known Operator Learning – Part 1

Don't re-invent the Wheel These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely autom...

## Lecture Notes in Deep Learning: Graph Deep Learning – Part 2

From Spectral to Spatial Domain These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely...

## Lecture Notes in Deep Learning: Graph Deep Learning – Part 1

Spectral Convolutions These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automatic...

## Lecture Notes in Deep Learning: Weakly and Self-supervised Learning – Part 4

Contrastive Losses These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automaticall...

## Lecture Notes in Deep Learning: Weakly and Self-supervised Learning – Part 3

Self-Supervised Labels These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automati...

## Lecture Notes in Deep Learning: Weakly and Self-supervised Learning – Part 2

From 2-D to 3-D Annotations These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely aut...

## Lecture Notes in Deep Learning: Weakly and Self-supervised Learning – Part 1

From Class to Pixels These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automatica...