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Last modified by Judith Steinfeld on 2025/06/03 11:13
From version 31.1
edited by Judith Steinfeld
on 2024/07/26 13:15
Change comment: There is no comment for this version
To version 43.1
edited by Judith Steinfeld
on 2024/07/30 10:38
Change comment: There is no comment for this version

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1 -**Learning and Teaching Materials for ErUM-Data-Scientists**
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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8 8  The collection of existing materials is complemented by our own materials which include for example videos and slides from various workshops and schools organized by the ErUM-Data-Hub in collaboration with DIG-UM with which we reached over 800 participants so far.
9 9  {{/info}}
10 10  
11 -!IMG_1529.JPG[[JPG|IMG_1529.JPG]]
11 +Hint Copyright: Please not that the materials are from
12 12  
13 -Please not that the materials are from
13 +{{success width="20%"}}
14 +{{displayIcon name="magnifier"/}}Filter Suchfunktion: Semantische Suche und vordefinierte Suchfilter zur Eingrenzung von Suchergebnissen
15 +{{/success}}
14 14  
15 -Filter Suchfunktion: Semantische Suche und vordefinierte Suchfilter zur Eingrenzung von Suchergebnissen
16 16  
17 -Show all materials
18 +Tabelle
19 +
20 +Title - topic (tags) - date - type (PDF, video, link to website) - kind (ttt, school, workshop...) - (author)
21 +
22 +
23 +
24 +{{documents count="25"/}}
25 +
26 +
27 +Table: [[https:~~/~~/extensions.xwiki.org/xwiki/bin/view/Extension/Livetable%20Macro  >>https://extensions.xwiki.org/xwiki/bin/view/Extension/Livetable%20Macro]][[https:~~/~~/extensions.xwiki.org/xwiki/bin/view/Extension/Livetable%20Exporter%20Macro/>>https://extensions.xwiki.org/xwiki/bin/view/Extension/Livetable%20Exporter%20Macro/]]
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29 +
30 +
31 +{{liveData showPageSizeDropdown="false"}}{{/liveData}}
32 +
33 +
34 +=== Basic Concepts ===
35 +
36 +----
37 +
38 +=== **Neural Network Building Blocks** ===
39 +
40 +* [[Introduction to Articifial Networks - Pt. >>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118961/nns-part1.pdf]] {{displayIcon name="page_white_acrobat"/}}
41 +* [[Introduction to Articifial Networks - Pt. >>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118961/nns-part1.pdf]] {{displayIcon name="page_white_acrobat"/}}
42 +** [[Tutorial>>https://github.com/machine-learning-tutorial/neural-networks/tree/main]] {{displayIcon name="application_view_list"/}}
43 +* [[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"/}}
44 +* (((
45 +[[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"/}}
46 +)))
47 +
48 +=== ===
49 +
50 +=== **Mastering Model Building** ===
51 +
52 +* [[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"/}}
53 +** [[Tutorials>>https://github.com/dkgithub/wiehl24]] {{displayIcon name="application_view_list"/}}
54 +* [[Mastering Model Building >>https://indico.desy.de/event/37303/sessions/14382/attachments/80384/105130/230228_mastering_model_building.pdf]]
55 +** [[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"/}}
56 +** [[Hands-On 2: Mass-Regression>>https://colab.research.google.com/drive/1UdiLP-MLTLlB8t4zE2qMwibt3BRbFawd?usp=sharing]] {{displayIcon name="application_view_list"/}}
57 +** [[Hands-On 3: Jet-flavour Classification>>https://colab.research.google.com/drive/13O8wxap5oxp1ovUTBjNc__tOwE7PojyC?usp=sharing]] {{displayIcon name="application_view_list"/}}
58 +
59 +=== ===
60 +
61 +=== **Convolutional Neural Networks** ===
62 +
63 +* [[Convolutional Neural Networks>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119021/CNN_SKaes.pdf]] {{displayIcon name="page_white_acrobat"/}}
64 +** [[Exercises>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119040/Wiehl_Exercises_CNN.pdf]] {{displayIcon name="page_white_acrobat"/}}
65 +** [[Exercises Solution>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119131/Wiehl_Exercises_CNN_Solution.pdf]] {{displayIcon name="page_white_acrobat"/}}
66 +
67 +----
68 +
69 +=== ===
70 +
71 +=== Adcanced Concepts ===
72 +
73 +----
74 +
75 +=== **Autoencoder** ===
76 +
77 +* test
78 +
79 +=== **Transformers **(ausklappbar) ===
80 +
81 +* test
82 +
83 +=== **Normalizing Flows (ausklappbar)** ===
84 +
85 +* test
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