Together with Dr. Christian Wurm

Course Material

1. Introduction (08.04.2025): Slides
2. Python Refresher (15.04.2025): Notebook
3. Tensors (22.04.2025): Notebook
4. Encoding and Embedding (29.04.2025): Notebook, Solutions
5. Creating Embeddings (13.05.2025): Notebook and Data, Solutions
6. Modules (20.05.2025): Notebook, Notebook Solutions
7. Gradient Descent (27.05.2025): Notebook, Solutions
8. Train and evaluate models (03.06.2025): Notebook, Solutions
9. Contextualization (10.06.2025): Notebook, Solutions
10. Batching (17.06.2025): Notebook, Solutions
11. Character-based Modelling (24.06.2025): Notebook, Solutions
12. Character-based Modelling II (01.07.2025): Notebook, Solutions
13. BERT (08.07.2025): Notebook, Solutions
14. Project-related session (15.07.2025): Guidelines

Homework

Theoretical

• Homework Nr. 1 (Deadline: 08.05.2025), Solution
• Homework Nr. 2 (Deadline: 12.06.2025)
• Homework Nr. 3 (Deadline: 10.07.2025)

Practical

• Homework Nr. 1 (Deadline: 06.05.2025)
• Homework Nr. 2 (Deadline: 20.05.2025)
• Homework Nr. 3 (Deadline: 27.05.2025)
• Homework Nr. 4 (Deadline: 03.06.2025)
• Homework Nr. 5 (Deadline: 24.06.2025)
• Homework Nr. 6 (Deadline: 15.07.2025)