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Last modified by Judith Steinfeld on 2025/09/09 16:14
From version 108.2
edited by Judith Steinfeld
on 2025/09/09 16:11
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To version 40.2
edited by Judith Steinfeld
on 2024/07/29 09:36
Change comment: allow view right for XWiki.Staff

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1 -{{box cssClass="floatinginfobox" title="==== **Further Materials** ===="}}
2 -{{displayIcon name="world"/}} [[Elixir TeSS Training Material>>https://tess.elixir-europe.org/]]
1 +== **Learning and Teaching Materials for ErUM-Data-Scientist** ==
3 3  
4 -{{displayIcon name="world"/}} [[PaN TRaining Catalogue>>https://pan-training.eu/]]
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"/}} [[FAIRmat Tutorials>>https://www.fairmat-nfdi.eu/events/fairmat-tutorial-2/tutorial-2-materials]]
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"/}} [[LHC Masterclasses (Netzwerk Teilchenwelt>>https://www.teilchenwelt.de/angebote/neue-links-zu-materialien/]]
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 -[[)>>https://www.teilchenwelt.de/angebote/neue-links-zu-materialien/]]
11 +Hint Copyright: Please not that the materials are from
11 11  
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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.**
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".
26 +=== Basic Concepts ===
29 29  
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28 +----
29 +
30 +=== **Neural Network Building Blocks** ===
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** ===
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** ===
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** ===
68 +
69 +* test
70 +
71 +=== **Transformers **(ausklappbar) ===
72 +
73 +* test
74 +
75 +=== **Normalizing Flows (ausklappbar)** ===
76 +
77 +* test
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