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Last modified by Judith Steinfeld on 2025/06/03 11:13
From version 36.1
edited by Judith Steinfeld
on 2024/07/26 13:57
Change comment: There is no comment for this version
To version 39.1
edited by Judith Steinfeld
on 2024/07/26 16:05
Change comment: There is no comment for this version

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15 15  {{/success}}
16 16  
17 17  
18 -Show all materials
19 19  
20 -[[image:show all abc.png||height="72" width="758"]]
21 21  
22 -[[image:show all abc 2.png||height="496" width="921"]]
20 +
21 +
22 +
23 +=== Basic Concepts ===
24 +
25 +----
26 +
27 +=== **Neural Network Building Blocks **(ausklappbar) ===
28 +
29 +* [[Introduction to Articifial Networks - Pt. >>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118961/nns-part1.pdf]] {{displayIcon name="page_white_acrobat"/}}
30 +* [[Introduction to Articifial Networks - Pt. >>https://indico.desy.de/event/40559/sessions/16119/attachments/88695/118961/nns-part1.pdf]] {{displayIcon name="page_white_acrobat"/}}
31 +** [[Tutorial>>https://github.com/machine-learning-tutorial/neural-networks/tree/main]] {{displayIcon name="application_view_list"/}}
32 +* [[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"/}}
33 +* (((
34 +[[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"/}}
35 +)))
36 +
37 +=== ===
38 +
39 +=== **Mastering Model Building **(ausklappbar) ===
40 +
41 +* [[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"/}}
42 +** [[Tutorials>>https://github.com/dkgithub/wiehl24]] {{displayIcon name="application_view_list"/}}
43 +* [[Mastering Model Building >>https://indico.desy.de/event/37303/sessions/14382/attachments/80384/105130/230228_mastering_model_building.pdf]]
44 +** [[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"/}}
45 +** [[Hands-On 2: Mass-Regression>>https://colab.research.google.com/drive/1UdiLP-MLTLlB8t4zE2qMwibt3BRbFawd?usp=sharing]] {{displayIcon name="application_view_list"/}}
46 +** [[Hands-On 3: Jet-flavour Classification>>https://colab.research.google.com/drive/13O8wxap5oxp1ovUTBjNc__tOwE7PojyC?usp=sharing]] {{displayIcon name="application_view_list"/}}
47 +
48 +=== ===
49 +
50 +=== **Convolutional Neural Networks **(ausklappbar) ===
51 +
52 +* [[Convolutional Neural Networks>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119021/CNN_SKaes.pdf]] {{displayIcon name="page_white_acrobat"/}}
53 +** [[Exercises>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119040/Wiehl_Exercises_CNN.pdf]] {{displayIcon name="page_white_acrobat"/}}
54 +** [[Exercises Solution>>https://indico.desy.de/event/40559/sessions/16121/attachments/88729/119131/Wiehl_Exercises_CNN_Solution.pdf]] {{displayIcon name="page_white_acrobat"/}}
55 +
56 +----
57 +
58 +=== ===
59 +
60 +=== Adcanced Concepts ===
61 +
62 +----
63 +
64 +=== **Autoencoder **(ausklappbar) ===
65 +
66 +* test
67 +
68 +=== **Transformers **(ausklappbar) ===
69 +
70 +* test
71 +
72 +=== **Normalizing Flows (ausklappbar)** ===
73 +
74 +* test