Materials
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1. Slides
| 01 Administrative Regulations (70 KB) | rev 1 | ||
| 01 Introduction (61 MB) | rev 1 | ||
| 02 Introduction to Data Science (29 MB) | rev 1 | ||
| 03 Introduction to AI (640 KB) | rev 1 | ||
 04 Introduction to Python |
see notebooks "04a Jupyter.ipynb", "04b Python Variables, Data Structures, and Control Logic.ipynb", and " 04c Hands-On.ipynb" | ||
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05 Introduction to Python |
see notebooks "05a Python Functions, Recursion, External Libraries" and "05b Hands-On" | ||
| 06 Machine Learning Introduction (5.1 MB) | rev 1 | ||
| 06 Machine Learning Introduction — Neural Networks (16 MB) | rev 1 | ||
| 07 Machine Learning Backpropagation (13 MB) | rev 1 | ||
| 08 Machine Learning CNNs (21 MB) | rev 1 | ||
| 09 AlphaGo 1 (3.7 MB) |
Slides for the lectures on November 14 and 18. Revision 3: Small changes in explanation of MCTS vs reinforcement learning. |
rev 3 | |
| 10 AlphaGo 2 (2.0 MB) | Slides for the lectures on November 18 and 21. | rev 2 | |
| 15 Object detection and segmentation (41 MB) | rev 1 | ||
| 16 Intro to language processing (13 MB) | rev 1 | ||
| 17 Syntax and semantics of natural language (2.4 MB) | rev 1 | ||
| 18 Sprachmodelle (2.9 MB) | rev 1 | ||
| 19 Sprachgenerierung (8.0 MB) | rev 1 | ||
| 20 Pragmatik (6.6 MB) | rev 1 | ||
| 21 Machine Translation (5.0 MB) | rev 1 | ||
| 22 Databases 1 (5.7 MB) | rev 1 | ||
| 23 Databases 2 (91 MB) | rev 1 | ||
| 24 Databases 3 (313 KB) | rev 1 | ||
| 25 Databases 4 (11 MB) | rev 1 | ||
| relevant for exam (2.1 KB) |
added entries for Databases 1--4 remove extension from file name |
rev 4 |
| 00 Hello World (1.1 KB) | rev 1 | ||
| 04a Jupyter (3.9 MB) | renamed to match slide numbering | rev 3 | |
| 04b Python Variables, Data Structures, and Control Logic (50 KB) | renamed to match slide numbering | rev 3 | |
| 04c Hands-On (11 KB) | renamed to match slide numbering | rev 2 | |
| 05a Python Functions, Recursion, External Libraries (38 KB) | removed numpy | rev 3 | |
| 05b Hands-On (5.2 KB) | rev 1 | ||
| 22 CPU vs IO, a Performance Primer (43 KB) | rev 1 | ||
| 22 LRU buffer (5.4 KB) | rev 1 | ||
| 24 Indexing by Recursive External Partitioning (30 KB) | rev 1 | ||
| 25 Digit-wise vs Integer-comparison (4.3 KB) | rev 1 | ||
| 25 z-codes (12 KB) | rev 1 | ||
| cars.pandas (34 KB) | rev 1 | ||
| DE.shuffled (23 MB) | remove extension from file name | rev 1 | |
| Vagrantfile (5.7 KB) | command to upgrade: vagrant up --provision-with miniconda,python-packages | rev 2 |