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Outcome

NFDI4DS outcome comprises scientific Paper, Talks, and Events.

Moreover, we provide Datasets (e.g. from our shared tasks), Code (e.g. from our tools and services) and Training Materials (e.g. from our video series) for our community.

All our outcome provided

  • adheres to scientific state-of-the-art practices
  • is high quality by practices and procedures as curation, review, verification and validation, and evaluation
  • is investigated on fairness and adheres to the GDPR and related regulations

Training Materials

Find our training materials.

2025

Type Title Year URL / DOI
audio document NFDI-Podcast (8): Kollaboration und Zukunft der NFDI 2025 https://youtu.be/8gMwt-BbHB0
instructional work An introduction to machine-actionable Software Management Plans - Practical steps towards FAIR4RS 2025 https://doi.org/10.5281/zenodo.14866849
instructional work An introduction to (webby) FAIR Digital Objects - A machine-actionable approach to FAIR 2025 https://doi.org/10.5281/zenodo.14882665
instructional work An introduction to Signposting - Easy navigation to FDO layers 2025 https://doi.org/10.5281/zenodo.14882785
instructional work Network Visualizations in R 2025 https://doi.org/10.71627/network-visualizations-in-r
instructional work A practical guide to multilingual large language model (RoBERTa) classification 2025 https://doi.org/10.71627/Text-Classification-with-Pretrained-Language-Model
instructional work Detecting Languages with Python: A Step-by-Step Guide 2025 https://doi.org/10.71627/Language_Detection_Tutorial
instructional work NERD Entity Fishing - A Guide to Identifying Entities in Text 2025 https://doi.org/10.71627/NERD-Entity-Fishing
instructional work Text Preprocessing Toolkit 2025 https://doi.org/10.71627/Text-Pre-Processing-tutorial
instructional work Network Centrality in R 2025 https://doi.org/10.71627/centrality
Video LLMs and neurosymbolic learning 2025 https://youtu.be/VO1vHIDsjCY

2024

Type Title Year URL / DOI
repository Adding Bioschemas Dataset and Computational Tool markup to GitHub pages 2024 https://doi.org/10.5281/zenodo.10629453
repository Building lightweight FAIR data packages with Bioschemas and RO-Crate 2024 https://doi.org/10.5281/zenodo.10568740
web site Material from KI Tutorial 2024 https://sites.google.com/view/rdm4ai-2024/
web site Material from Summer School Day 2024 https://sites.google.com/view/aikg-sd-summer-school-day-2024/startseite
movie Video material from Summer School Day 2024 https://doi.org/10.5446/s_1858
instructional work Introduction and tutorial on Metadata and SMPs for FAIR research software 2024 https://doi.org/10.5281/zenodo.13799879

2023

Type Title Year URL / DOI
movie (54 videos) Knowledge Graphs - Foundations and Applications 2023 https://open.hpi.de/courses/knowledgegraphs2023
movie Conversations on AI Ethics: Episode 01: What is trustworthy AI? 2023 https://doi.org/10.5446/66876
movie Conversations on AI Ethics: Episode 02: Are AI models value-neutral? 2023 https://doi.org/10.5446/66866
movie Conversations on AI Ethics: Episode 03: Generative AI, intellectual properties and the arts 2023 https://doi.org/10.5446/66867
movie Conversations on AI Ethics: Episode 04: What is explainable AI? 2023 https://doi.org/10.5446/66868
movie Conversations on AI Ethics: Episode 05: Can explainability improve trustworthiness in AI? 2023 https://doi.org/10.5446/66869
movie Conversations on AI Ethics: Episode 06: What is algorithmic bias? 2023 https://doi.org/10.5446/66870
movie Conversations on AI Ethics: Episode 07: What is the EU AI Act? 2023 https://doi.org/10.5446/66871
movie Conversations on AI Ethics: Episode 08: Discussing the EU AI Act 2023 https://doi.org/10.5446/66872
movie Conversations on AI Ethics: Episode 09: AI and Human Agency 2023 https://doi.org/10.5446/66873
movie Conversations on AI Ethics: Episode 10: Can we be optimistic about our future with AI? 2023 https://doi.org/10.5446/66874
movie Conversations on AI Ethics: Special Episode: Getting to know the experts 2023 https://doi.org/10.5446/66875
repository Data exchange with RO-Crates and Knowledge Graphs 2023 https://doi.org/10.5281/zenodo.10552449
web site dblp KG Tutorial: A guided tour of the dblp Knowledge Graph 2023 https://github.com/dblp/kg/wiki/dblp-KG-Tutorial
repository From MyBinder to JupyterHub: Enhancing Reproducibility in Computational Social Science 2023 https://doi.org/10.5281/zenodo.11964783
web site Open Science Best Practices for DS and AI 2023 https://nfdi4ds.github.io/ds-best-practices/
repository Practical web-based FDOs with RO-Crate and FAIR Signposting 2023 https://doi.org/10.5281/zenodo.10892090