Material Collection

Version 45.1 by Judith Steinfeld on 2024/07/30 11:31

Learning and Teaching Materials for ErUM-Data-Scientist

Information

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?

With our material collection we want to provide an overview of existing materials and contacts by outlining where to find what.

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.

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Tabelle

Title - topic (tags) - date - type (PDF, video, link to website) - kind (ttt, school, workshop...) - (author)

Table: https://extensions.xwiki.org/xwiki/bin/view/Extension/Livetable%20Macro  https://extensions.xwiki.org/xwiki/bin/view/Extension/Livetable%20Exporter%20Macro/

titletopic (tags)leveldatetypeformatauthor
neural network building blocks, deep learning, artificial networksbasic02/2024

PDF

lecture

Dr. Andrea Santamaria Garcia,

Chenran Xu

Introduction to Articifial Networks - Pt. 2 neural network building blocks, deep learning, artificial networksbasic02/2024

PDF

 

lecture, libraries

Dr. Andrea Santamaria Garcia,

Chenran Xu

Tutorials - Introduction to Artificial Networksneural network building blocks, deep learning, artificial networksbasic02/2024

Link

 

tutorial

Dr. Andrea Santamaria Garcia,

Chenran Xu

Neural Network Building Blocks (1/2) neural network building blocks, deep learningbasic02/2023

PDF

lectureSebastian Wozniewski
Neural Network Building Blocks (2/2)neural network building blocks, deep learningbasic02/2023

PDF

lectureSebastian Wozniewski
Mastering Model Building: Methods and tools (a crash course)mastering model buildingbasic02/2024

PDF

lecture 
Tutorials - Mastering Model Buildingmastering model buildingbasic02/2024

PDF

tutorialDirk Krücker
       
       

Basic Concepts


Neural Network Building Blocks

Mastering Model Building

Convolutional Neural Networks


Adcanced Concepts


Autoencoder

  • test

Transformers (ausklappbar)

  • test

Normalizing Flows (ausklappbar)

  • test