Material Collection
Version 46.1 by Judith Steinfeld on 2024/07/30 11:46
Learning and Teaching Materials for ErUM-Data-Scientist
Hint Copyright: Please not that the materials are from
Tabelle
Title - topic (tags) - date - type (PDF, video, link to website) - kind (ttt, school, workshop...) - (author)
Table: https://extensions.xwiki.org/xwiki/bin/view/Extension/Livetable%20Macro https://extensions.xwiki.org/xwiki/bin/view/Extension/Livetable%20Exporter%20Macro/
| title | topic (tags) | level | date | type | format | author |
|---|---|---|---|---|---|---|
| neural network building blocks, deep learning, artificial networks | basic | 02/2024 | lecture | Dr. Andrea Santamaria Garcia, Chenran Xu ARBEITSGRUPPE | ||
| Introduction to Articifial Networks - Pt. 2 | neural network building blocks, deep learning, artificial networks | basic | 02/2024 |
| lecture, libraries | Dr. Andrea Santamaria Garcia, Chenran Xu |
| Tutorials - Introduction to Artificial Networks | neural network building blocks, deep learning, artificial networks, pytorch | basic | 02/2024 | Link
| tutorial, hands-on, excercises | Dr. Andrea Santamaria Garcia, Chenran Xu |
| Neural Network Building Blocks (1/2) | neural network building blocks, deep learning | basic | 02/2023 | lecture | Sebastian Wozniewski | |
| Neural Network Building Blocks (2/2) | neural network building blocks, deep learning | basic | 02/2023 |
| lecture | Sebastian Wozniewski |
| Mastering Model Building: Methods and tools (a crash course) | mastering model building | basic | 02/2024 | lecture | Dirk Krücker | |
| Tutorials - Mastering Model Building | mastering model building | basic | 02/2024 | tutorial, hands-on, excercises | Dirk Krücker | |
| mastering model building | basic | 02/2023 | lecture | Niclas Eich | ||
| mastering model building, tenserflow | basic | 02/2023 | Link | tutorial, hands-on, excercises | Niclas Eich | |
| mastering model building, mass-regression | basic | 02/2023 | Link | tutorial, hands-on, excercises | Niclas Eich | |
| Hands-On 3: Jet-flavour Classification | mastering model building, jet-flavour classification | basic | 02/2023 | Link | tutorial, hands-on, excercises | Niclas Eich |
| Convolutional Neural Networks | convolutional neural networks | basic | 02/2024 | lecture | Stephanie Käs | |
| convolutional neural networks | basic | 02/2024 | tutorial, hands-on, excercises | Stephanie Käs | ||
Adcanced Concepts
Autoencoder
- test
Transformers (ausklappbar)
- test
Normalizing Flows (ausklappbar)
- test
