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Last modified by Judith Steinfeld on 2025/06/03 11:13
From version 34.1
edited by Judith Steinfeld
on 2024/07/26 13:17
Change comment: There is no comment for this version
To version 37.1
edited by Judith Steinfeld
on 2024/07/26 16:03
Change comment: There is no comment for this version

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1 -## **Learning and Teaching Materials for ErUM-Data-Scientist**
1 +== **Learning and Teaching Materials for ErUM-Data-Scientist** ==
2 2  
3 3  {{info}}
4 4  Are you an ErUM-Data-Scientist who wants to expand your digital skills or do you want to support (young/prospective) ErUM-Scientists in pursuing digital transformation?
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10 10  
11 11  Hint Copyright: Please not that the materials are from
12 12  
13 -Filter Suchfunktion: Semantische Suche und vordefinierte Suchfilter zur Eingrenzung von Suchergebnissen
13 +{{success width="20%"}}
14 +{{displayIcon name="magnifier"/}}Filter Suchfunktion: Semantische Suche und vordefinierte Suchfilter zur Eingrenzung von Suchergebnissen
15 +{{/success}}
14 14  
17 +
15 15  Show all materials
16 16  
17 -![[show all abc.png|show all abc.png]]
20 +[[image:show all abc.png||height="72" width="758"]]
21 +
22 +[[image:show all abc 2.png||height="496" width="921"]]
23 +
24 +
25 +
26 +=== Basic Concepts ===
27 +
28 +----
29 +
30 +=== **Neural Network Building Blocks **(ausklappbar) ===
31 +
32 +* [[Introduction to Articifial Networks - Pt. >>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118961/nns-part1.pdf]] {{displayIcon name="page_white_acrobat"/}}
33 +* [[Introduction to Articifial Networks - Pt. >>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118961/nns-part1.pdf]] {{displayIcon name="page_white_acrobat"/}}
34 +** [[Tutorial>>https://github.com/machine-learning-tutorial/neural-networks/tree/main]] {{displayIcon name="application_view_list"/}}
35 +* [[Neural Network Building Blocks (1/2)>>https://indico.desy.de/event/37303/sessions/14381/attachments/80383/105122/DL%20School%20-%20Lecture%201,%20Part%201.pdf]] {{displayIcon name="page_white_acrobat"/}}
36 +* (((
37 +[[Neural Network Building Blocks (2/2)>>https://indico.desy.de/event/37303/sessions/14381/attachments/80383/105131/DL%20School%20-%20Lecture%201,%20Part%202.pdf]] {{displayIcon name="page_white_acrobat"/}}
38 +)))
39 +
40 +=== ===
41 +
42 +=== **Mastering Model Building **(ausklappbar) ===
43 +
44 +* [[Mastering Model Builing: Methods and tools (a crash course)>>https://indico.desy.de/event/40559/contributions/149592/attachments/88698/118990/blocks2.pdf]] {{displayIcon name="page_white_acrobat"/}}
45 +** [[Tutorials>>https://github.com/dkgithub/wiehl24]] {{displayIcon name="application_view_list"/}}
46 +* [[Mastering Model Building >>https://indico.desy.de/event/37303/sessions/14382/attachments/80384/105130/230228_mastering_model_building.pdf]]
47 +** [[Hands-On 1: Tenserflow-Playground>>http://playground.tensorflow.org/#activation=tanh&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=25&networkShape=8,8,8,8,8,8&seed=0.88798&showTestData=false&discretize=false&percTrainData=20&x=true&y=true&xTimesY=true&xSquared=true&ySquared=true&cosX=false&sinX=true&cosY=false&sinY=true&collectStats=false&problem=classification&initZero=false&hideText=false]] {{displayIcon name="application_view_list"/}}
48 +** [[Hands-On 2: Mass-Regression>>https://colab.research.google.com/drive/1UdiLP-MLTLlB8t4zE2qMwibt3BRbFawd?usp=sharing]] {{displayIcon name="application_view_list"/}}
49 +** [[Hands-On 3: Jet-flavour Classification>>https://colab.research.google.com/drive/13O8wxap5oxp1ovUTBjNc__tOwE7PojyC?usp=sharing]] {{displayIcon name="application_view_list"/}}
50 +
51 +=== ===
52 +
53 +=== **Convolutional Neural Networks **(ausklappbar) ===
54 +
55 +* [[Convolutional Neural Networks>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119021/CNN_SKaes.pdf]] {{displayIcon name="page_white_acrobat"/}}
56 +** [[Exercises>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119040/Wiehl_Exercises_CNN.pdf]] {{displayIcon name="page_white_acrobat"/}}
57 +** [[Exercises Solution>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119131/Wiehl_Exercises_CNN_Solution.pdf]] {{displayIcon name="page_white_acrobat"/}}
58 +
59 +----
60 +
61 +=== ===
62 +
63 +=== Adcanced Concepts ===
64 +
65 +----
66 +
67 +=== **Autoencoder **(ausklappbar) ===
68 +
69 +* test
70 +
71 +=== **Transformers **(ausklappbar) ===
72 +
73 +* test
74 +
75 +=== **Normalizing Flows (ausklappbar)** ===
76 +
77 +* test
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