Lectures Combobulated by Prof. Dr.-Ing. Mark Schutera
Disciplined Vibe Coding
馃搼 Lecture Slides
Philosophy of AI
馃搼 Lecture Notes
| # |
Chapter |
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Philosophy of AI 路 Lecture Notes |
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| 01 |
Anthropomorphism |
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| 02 |
Accountability |
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| 03 |
Embodiment |
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| 04 |
Agency |
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| A |
Session Preparation Guide (Appendix) |
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| B |
Debate Format & Moderator Guide (Appendix) |
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Unsupervised Deep Learning
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| # |
Chapter |
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Unsupervised Deep Learning 路 Lecture Notes |
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| 01 |
Similarity and Distance |
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| 02 |
Centroid Clustering |
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| 03 |
Hierarchical Clustering |
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| 04 |
Density-Based Clustering |
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| 05 |
Dimensionality Reduction |
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| 06 |
Variational Inference |
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| 07 |
Uncertainty Estimation |
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| 08 |
Transfer Learning |
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| 09 |
Self-Supervised Learning |
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| 10 |
Weak Supervision |
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| 11 |
Reinforcement Learning Fundamentals |
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馃摑 Exercises
| # |
Exercise |
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| 00 |
Probeklausur 2026 |
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Numerical Methods
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| # |
Chapter |
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Numerical Methods 路 Lecture Notes |
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| 01 |
Enter Numerical Methods |
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| 02 |
Floating-Point Arithmetic |
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| 03 |
Error Analysis |
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| 04 |
Newton Methods |
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| 05 |
Global Optimization |
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| 06 |
Numerical Integration |
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| 07 |
Training a Model from First Principles |
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馃摑 Exercises
| # |
Exercise |
Download |
| 00 |
Probeklausur 2026 |
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Full Stack Handwerkszeug
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| # |
Chapter |
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Full Stack Handwerkszeug 路 Lecture Notes |
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| 00 |
Projektbericht |
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| 01 |
Development and Production |
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| 02 |
Version Everything: Git & GitHub |
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| 03 |
Dependencies & Structure |
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| 04 |
Integrate the Model |
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| 05 |
The Backend: APIs & Services |
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| 06 |
Databases & SQL |
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| 07 |
Reverse Proxy & Frontend |
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| 08 |
Continuous Integration Continuous Deployment |
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| 11 |
Ship on something that runs |
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For students: These materials are provided for educational purposes. Do not redistribute without permission.