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Last modified by Judith Steinfeld on 2025/09/09 16:14
From version 111.1
edited by Judith Steinfeld
on 2025/09/09 16:14
Change comment: There is no comment for this version
To version 45.1
edited by Judith Steinfeld
on 2024/07/30 11:31
Change comment: There is no comment for this version

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1 -{{box cssClass="floatinginfobox" title="==== **Further Materials** ====
1 +== **Learning and Teaching Materials for ErUM-Data-Scientist** ==
2 2  
3 - "}}
4 -{{displayIcon name="world"/}} [[Elixir TeSS Training Material>>https://tess.elixir-europe.org/]]
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?
5 5  
6 -{{displayIcon name="world"/}} [[PaN TRaining Catalogue>>https://pan-training.eu/]]​​​
6 +With our material collection we want to provide an overview of existing materials and contacts by outlining where to find what.
7 7  
8 -{{displayIcon name="world"/}} [[FAIRmat Tutorials>>https://www.fairmat-nfdi.eu/events/fairmat-tutorial-2/tutorial-2-materials]]
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 +{{/info}}
9 9  
10 -{{displayIcon name="world"/}} [[LHC Masterclasses (Netzwerk Teilchenwelt)>>https://www.teilchenwelt.de/angebote/neue-links-zu-materialien/]]
11 +Hint Copyright: Please not that the materials are from
11 11  
12 -{{displayIcon name="world"/}} [[Videos Physik Denken (Deep Learning)>>https://www.youtube.com/@PhysikDenken]]
13 -{{/box}}
13 +{{success width="20%"}}
14 +{{displayIcon name="magnifier"/}}Filter Suchfunktion: Semantische Suche und vordefinierte Suchfilter zur Eingrenzung von Suchergebnissen
15 +{{/success}}
14 14  
15 -== ==
16 16  
17 -== Learning and Teaching Materials for ErUM-Data-Scientists ==
18 +Tabelle
18 18  
19 -Are you an ErUM-Data-Scientist looking to expand your digital skills or do you want to support (young/prospective) ErUM-Scientists in pursuing digital transformation? With our material collection we want to provide an overview of existing materials and contacts by outlining where to find what.
20 +Title - topic (tags) - date - type (PDF, video, link to website) - kind (ttt, school, workshop...) - (author)
20 20  
21 -The collection of existing materials thrives on being filled and 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.
22 22  
23 23  
24 -**//{{icon name="info-circle"/}}//Please note that this list is a collection of material links; we do not host any materials ourselves.**
24 +{{documents count="25"/}}
25 25  
26 -===== **//{{icon name="info-circle"/}}//Update/add material: If you want to be added or removed from the material list please contact [[judith.steinfeld@erumdatahub.de>>mailto:judith.steinfeld@erumdatahub.de]]. Feel free to add material or edit tags yourself. For help, see this [[video>>attach:material_collection_final.mp4]].** =====
27 27  
28 -//{{icon name="info-circle"/}}//**Search for material:** Our list contains a collection of main category keywords (cf. tags) relevant to ErUM scientists. If you are missing a keyword or looking for more specific ones, please use the search function below "title".
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/]]
29 29  
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29 +
30 +
31 +
32 +|=title|=topic (tags)|=level|=date|=type|=format|=author
33 +|(((
34 +[[Introduction to Articifial Networks - Pt.1>>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118961/nns-part1.pdf]]
35 +)))|neural network building blocks, deep learning, artificial networks|basic|02/2024|(((
36 +PDF
37 +
38 +{{displayIcon name="page_white_acrobat"/}}
39 +)))|lecture|(((
40 +Dr. Andrea Santamaria Garcia,
41 +
42 +Chenran Xu
43 +)))
44 +|[[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|(((
45 +PDF
46 +
47 +{{displayIcon name="page_white_acrobat"/}}
48 +
49 +
50 +)))|lecture, libraries|(((
51 +Dr. Andrea Santamaria Garcia,
52 +
53 +Chenran Xu
54 +)))
55 +|[[Tutorials - Introduction to Artificial Networks>>https://github.com/dkgithub/wiehl24]]|neural network building blocks, deep learning, artificial networks|basic|02/2024|(((
56 +Link
57 +
58 +{{displayIcon name="application_view_list"/}}
59 +
60 +
61 +)))|tutorial|(((
62 +Dr. Andrea Santamaria Garcia,
63 +
64 +Chenran Xu
65 +)))
66 +|[[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|(((
67 +PDF
68 +
69 +{{displayIcon name="page_white_acrobat"/}}
70 +)))|lecture|Sebastian Wozniewski
71 +|[[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|(((
72 +PDF
73 +
74 +{{displayIcon name="page_white_acrobat"/}}
75 +)))|lecture|Sebastian Wozniewski
76 +|[[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|(((
77 +PDF
78 +
79 +{{displayIcon name="page_white_acrobat"/}}
80 +)))|lecture|
81 +|[[Tutorials - Mastering Model Building>>https://github.com/dkgithub/wiehl24]]|mastering model building|basic|02/2024|(((
82 +PDF
83 +
84 +{{displayIcon name="page_white_acrobat"/}}
85 +)))|tutorial|Dirk Krücker
86 +| | | | | | |
87 +| | | | | | |
88 +
89 +
90 +{{liveData showPageSizeDropdown="false"}}{{/liveData}}
91 +
92 +
93 +=== Basic Concepts ===
94 +
95 +----
96 +
97 +=== **Neural Network Building Blocks** ===
98 +
99 +* [[Introduction to Articifial Networks - Pt. >>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118961/nns-part1.pdf]] {{displayIcon name="page_white_acrobat"/}}
100 +* [[Introduction to Articifial Networks - Pt. >>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118961/nns-part1.pdf]] {{displayIcon name="page_white_acrobat"/}}
101 +** [[Tutorial>>https://github.com/machine-learning-tutorial/neural-networks/tree/main]] {{displayIcon name="application_view_list"/}}
102 +* [[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"/}}
103 +* (((
104 +[[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"/}}
105 +)))
106 +
107 +=== ===
108 +
109 +=== **Mastering Model Building** ===
110 +
111 +* [[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"/}}
112 +** [[Tutorials>>https://github.com/dkgithub/wiehl24]] {{displayIcon name="application_view_list"/}}
113 +* [[Mastering Model Building >>https://indico.desy.de/event/37303/sessions/14382/attachments/80384/105130/230228_mastering_model_building.pdf]]
114 +** [[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"/}}
115 +** [[Hands-On 2: Mass-Regression>>https://colab.research.google.com/drive/1UdiLP-MLTLlB8t4zE2qMwibt3BRbFawd?usp=sharing]] {{displayIcon name="application_view_list"/}}
116 +** [[Hands-On 3: Jet-flavour Classification>>https://colab.research.google.com/drive/13O8wxap5oxp1ovUTBjNc__tOwE7PojyC?usp=sharing]] {{displayIcon name="application_view_list"/}}
117 +
118 +=== ===
119 +
120 +=== **Convolutional Neural Networks** ===
121 +
122 +* [[Convolutional Neural Networks>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119021/CNN_SKaes.pdf]] {{displayIcon name="page_white_acrobat"/}}
123 +** [[Exercises>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119040/Wiehl_Exercises_CNN.pdf]] {{displayIcon name="page_white_acrobat"/}}
124 +** [[Exercises Solution>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119131/Wiehl_Exercises_CNN_Solution.pdf]] {{displayIcon name="page_white_acrobat"/}}
125 +
126 +----
127 +
128 +=== ===
129 +
130 +=== Adcanced Concepts ===
131 +
132 +----
133 +
134 +=== **Autoencoder** ===
135 +
136 +* test
137 +
138 +=== **Transformers **(ausklappbar) ===
139 +
140 +* test
141 +
142 +=== **Normalizing Flows (ausklappbar)** ===
143 +
144 +* test
Radio_calibration_Alex_17082023.pdf
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1 -XWiki.AlexReuzki
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1 -2.4 MB
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material_collection_final.mp4
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1 -XWiki.JanBurger
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1 -3.2 MB
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