Skip to Content

Wiki source code of Material Collection

Version 46.1 by Judith Steinfeld on 2024/07/30 11:46
Hide last authors
Judith Steinfeld 34.2 1 == **Learning and Teaching Materials for ErUM-Data-Scientist** ==
admin 1.1 2
Judith Steinfeld 23.1 3 {{info}}
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?
Judith Steinfeld 24.1 5
Judith Steinfeld 23.1 6 With our material collection we want to provide an overview of existing materials and contacts by outlining where to find what.
Judith Steinfeld 24.1 7
Judith Steinfeld 26.1 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.
Judith Steinfeld 23.1 9 {{/info}}
Judith Steinfeld 22.1 10
Judith Steinfeld 34.1 11 Hint Copyright: Please not that the materials are from
Judith Steinfeld 27.1 12
Judith Steinfeld 36.1 13 {{success width="20%"}}
14 {{displayIcon name="magnifier"/}}Filter Suchfunktion: Semantische Suche und vordefinierte Suchfilter zur Eingrenzung von Suchergebnissen
15 {{/success}}
Judith Steinfeld 27.1 16
Judith Steinfeld 35.1 17
Judith Steinfeld 40.1 18 Tabelle
Judith Steinfeld 34.1 19
Judith Steinfeld 40.1 20 Title - topic (tags) - date - type (PDF, video, link to website) - kind (ttt, school, workshop...) - (author)
Judith Steinfeld 35.1 21
Judith Steinfeld 37.1 22
23
Judith Steinfeld 42.1 24 {{documents count="25"/}}
Judith Steinfeld 37.1 25
Judith Steinfeld 40.1 26
Judith Steinfeld 42.1 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/]]
Judith Steinfeld 41.1 28
29
30
Judith Steinfeld 44.1 31
Judith Steinfeld 45.1 32 |=title|=topic (tags)|=level|=date|=type|=format|=author
Judith Steinfeld 44.1 33 |(((
34 [[Introduction to Articifial Networks - Pt.1>>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118961/nns-part1.pdf]]
Judith Steinfeld 45.1 35 )))|neural network building blocks, deep learning, artificial networks|basic|02/2024|(((
Judith Steinfeld 44.1 36 PDF
37
38 {{displayIcon name="page_white_acrobat"/}}
39 )))|lecture|(((
40 Dr. Andrea Santamaria Garcia,
41
42 Chenran Xu
Judith Steinfeld 46.1 43
44 ARBEITSGRUPPE
Judith Steinfeld 44.1 45 )))
Judith Steinfeld 45.1 46 |[[Introduction to Articifial Networks - Pt. 2 >>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118960/nns-part2.pdf]]|neural network building blocks, deep learning, artificial networks|basic|02/2024|(((
Judith Steinfeld 44.1 47 PDF
48
49 {{displayIcon name="page_white_acrobat"/}}
Judith Steinfeld 45.1 50
51
52 )))|lecture, libraries|(((
Judith Steinfeld 44.1 53 Dr. Andrea Santamaria Garcia,
54
55 Chenran Xu
56 )))
Judith Steinfeld 46.1 57 |[[Tutorials - Introduction to Artificial Networks>>https://github.com/dkgithub/wiehl24]]|neural network building blocks, deep learning, artificial networks, pytorch|basic|02/2024|(((
Judith Steinfeld 44.1 58 Link
59
60 {{displayIcon name="application_view_list"/}}
61
62
Judith Steinfeld 46.1 63 )))|tutorial, hands-on, excercises|(((
Judith Steinfeld 45.1 64 Dr. Andrea Santamaria Garcia,
65
66 Chenran Xu
67 )))
68 |[[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]]|neural network building blocks, deep learning|basic|02/2023|(((
69 PDF
70
71 {{displayIcon name="page_white_acrobat"/}}
72 )))|lecture|Sebastian Wozniewski
73 |[[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]]|neural network building blocks, deep learning|basic|02/2023|(((
74 PDF
75
76 {{displayIcon name="page_white_acrobat"/}}
Judith Steinfeld 46.1 77
78
Judith Steinfeld 45.1 79 )))|lecture|Sebastian Wozniewski
80 |[[Mastering Model Building: Methods and tools (a crash course)>>https://indico.desy.de/event/40559/contributions/149592/attachments/88698/118990/blocks2.pdf]]|mastering model building|basic|02/2024|(((
81 PDF
82
83 {{displayIcon name="page_white_acrobat"/}}
Judith Steinfeld 46.1 84 )))|lecture|Dirk Krücker
Judith Steinfeld 45.1 85 |[[Tutorials - Mastering Model Building>>https://github.com/dkgithub/wiehl24]]|mastering model building|basic|02/2024|(((
86 PDF
87
Judith Steinfeld 46.1 88 (((
Judith Steinfeld 45.1 89 {{displayIcon name="page_white_acrobat"/}}
Judith Steinfeld 46.1 90 )))
91 )))|tutorial, hands-on, excercises|Dirk Krücker
92 |(((
93 [[Mastering Model Building>>https://indico.desy.de/event/37303/sessions/14382/attachments/80384/105130/230228_mastering_model_building.pdf]]
Judith Steinfeld 44.1 94
Judith Steinfeld 46.1 95
96 )))|mastering model building|basic|02/2023|(((
97 PDF
Judith Steinfeld 44.1 98
Judith Steinfeld 46.1 99 {{displayIcon name="page_white_acrobat"/}}
100 )))|lecture|Niclas Eich
101 |(((
102 [[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]]
103 )))|mastering model building, tenserflow|basic|02/2023|(((
104 Link
Judith Steinfeld 42.1 105
Judith Steinfeld 46.1 106 {{displayIcon name="application_view_list"/}}
107 )))|tutorial, hands-on, excercises|(((
108 Niclas Eich
109 )))
110 |(((
111 [[Hands-On 2: Mass-Regression>>https://colab.research.google.com/drive/1UdiLP-MLTLlB8t4zE2qMwibt3BRbFawd?usp=sharing]]
112 )))|mastering model building, mass-regression|basic|02/2023|(((
113 Link
Judith Steinfeld 42.1 114
Judith Steinfeld 46.1 115 {{displayIcon name="application_view_list"/}}
116 )))|tutorial, hands-on, excercises|Niclas Eich
117 |[[Hands-On 3: Jet-flavour Classification>>https://colab.research.google.com/drive/13O8wxap5oxp1ovUTBjNc__tOwE7PojyC?usp=sharing]]|mastering model building, jet-flavour classification|basic|02/2023|(((
118 Link
Judith Steinfeld 37.1 119
Judith Steinfeld 46.1 120 {{displayIcon name="application_view_list"/}}
121 )))|tutorial, hands-on, excercises|Niclas Eich
122 |[[Convolutional Neural Networks>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119021/CNN_SKaes.pdf]]|convolutional neural networks|basic|02/2024|(((
123 PDF
Judith Steinfeld 37.1 124
Judith Steinfeld 46.1 125 {{displayIcon name="page_white_acrobat"/}}
126 )))|lecture|Stephanie Käs
127 |(((
128 [[Exercises - Convolutional Neural Networks>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119040/Wiehl_Exercises_CNN.pdf]]
Judith Steinfeld 37.1 129
Judith Steinfeld 46.1 130 [[Exercises Solution>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119131/Wiehl_Exercises_CNN_Solution.pdf]]
Judith Steinfeld 37.1 131
Judith Steinfeld 46.1 132
133 )))|convolutional neural networks|basic|02/2024|(((
134 PDF
Judith Steinfeld 37.1 135
Judith Steinfeld 46.1 136 {{displayIcon name="page_white_acrobat"/}}
137 )))|tutorial, hands-on, excercises|Stephanie Käs
138 | | | | | | |
Judith Steinfeld 37.1 139
Judith Steinfeld 46.1 140 {{liveData showPageSizeDropdown="false"}}{{/liveData}}
Judith Steinfeld 37.1 141
142
Judith Steinfeld 46.1 143
Judith Steinfeld 37.1 144
145 === ===
146
147 === Adcanced Concepts ===
148
149 ----
150
Judith Steinfeld 40.1 151 === **Autoencoder** ===
Judith Steinfeld 37.1 152
153 * test
154
155 === **Transformers **(ausklappbar) ===
156
157 * test
158
159 === **Normalizing Flows (ausklappbar)** ===
160
161 * test