Envisioned, combobulated and polished by Prof. Dr.-Ing. Mark Schutera
Lecture Material 路 Studium Generale 路 Manuals
Semester courses for all semesters.
| # | Chapter | Download |
|---|---|---|
| Full | Unsupervised Deep Learning 路 Lecture Notes | 馃搫 PDF |
| 01 | Similarity and Distance | 馃搫 PDF |
| 02 | Centroid Clustering | 馃搫 PDF |
| 03 | Hierarchical Clustering | 馃搫 PDF |
| 04 | Density-Based Clustering | 馃搫 PDF |
| 05 | Dimensionality Reduction | 馃搫 PDF |
| 06 | Variational Inference | 馃搫 PDF |
| 07 | Uncertainty Estimation | 馃搫 PDF |
| 08 | Transfer Learning | 馃搫 PDF |
| 09 | Self-Supervised Learning | 馃搫 PDF |
| 10 | Weak Supervision | 馃搫 PDF |
| 11 | Reinforcement Learning Fundamentals | 馃搫 PDF |
| # | Exercise | Download |
|---|---|---|
| 00 | Probeklausur 2026 | 馃搫 PDF |
| # | Chapter | Download |
|---|---|---|
| Full | Numerical Methods 路 Lecture Notes | 馃搫 PDF |
| 01 | Enter Numerical Methods | 馃搫 PDF |
| 02 | Floating-Point Arithmetic | 馃搫 PDF |
| 03 | Error Analysis | 馃搫 PDF |
| 04 | Newton Methods | 馃搫 PDF |
| 05 | Global Optimization | 馃搫 PDF |
| 06 | Numerical Integration | 馃搫 PDF |
| 07 | Training a Model from First Principles | 馃搫 PDF |
| # | Exercise | Download |
|---|---|---|
| 00 | Probeklausur 2026 | 馃搫 PDF |
| # | Chapter | Download |
|---|---|---|
| Full | Full Stack Handwerkszeug 路 Lecture Notes | 馃搫 PDF |
| 00 | Projektbericht | 馃搫 PDF |
| 01 | Development and Production | 馃搫 PDF |
| 02 | Version Everything: Git & GitHub | 馃搫 PDF |
| 03 | Dependencies & Structure | 馃搫 PDF |
| 04 | Integrate the Model | 馃搫 PDF |
| 05 | The Backend: APIs & Services | 馃搫 PDF |
| 06 | Databases & SQL | 馃搫 PDF |
| 07 | Reverse Proxy & Frontend | 馃搫 PDF |
| 08 | Continuous Integration Continuous Deployment | 馃搫 PDF |
| 11 | Ship on something that runs | 馃搫 PDF |
Open seminars across study programs.
| # | Unit | Download |
|---|---|---|
| Full | Disciplined Vibe Coding 路 Lecture Slides | 馃搫 PDF |
| 01 | Foundations | 馃搫 PDF |
| 02 | Vibing | 馃搫 PDF |
| 03 | Alignment | 馃搫 PDF |
| 04 | Building | 馃搫 PDF |
| # | Chapter | Download |
|---|---|---|
| Full | Philosophy of AI 路 Lecture Notes | 馃搫 PDF |
| 01 | Anthropomorphism | 馃搫 PDF |
| 02 | Accountability | 馃搫 PDF |
| 03 | Agency | 馃搫 PDF |
| 04 | Embodiment | 馃搫 PDF |
| A | Session Preparation Guide (Appendix) | 馃搫 PDF |
| B | Debate Format & Moderator Guide (Appendix) | 馃搫 PDF |
Field manuals for the lab equipment.
| # | Chapter | Download |
|---|---|---|
| Full | 3D Printing 路 Field Manual | 馃搫 PDF |
| 01 | Quickstart | 馃搫 PDF |
| 11 | TPU | 馃搫 PDF |
For students: These materials are provided for educational purposes. Do not redistribute without permission.