Welcome to the WIKI for Machine Learning and Deep Learning at FZJ
Short link for your bookmarks: https://go.fzj.de/JULAIN_WIKI
(If you are looking for Helmholtz AI JSC Internal Wiki: Wiki Helmholtz AI JSC Intern)
Maintained by JULAIN – the JULich AI Network
Initiated and curated by Susanne Wenzel (INM-1, Structural and Functional Organisation of the Brain) and Jenia Jitsev (JSC, Head of Cross Sectional Team Deep Learning, CST-DL), in frame of JULAIN - a Network of Machine Learning and Deep Learning interested researchers at FZJ and their affiliates.
Table of Content
- News
- Events
- How to get in contact
- Activities
- Reading recommendations
- Tips and Tricks on ML&DL
- ML and DL at FZJ
- Access Infrastructure at FZJ
News
- Oct 21, 2024: Nominations for Helmholtz AI Awards are open:
Best digital resource
Best PhD dissertation
Best paper
Submission open until November 15.
[Read more] - April 26, 2024: The Helmholtz Information and Data Science (HIDS) Framework, i.e., die future concepts for all Incubator Platforms, were approved by the HGF General Assembly. This is a big deal for the continuation of Helmholtz AI and all sister platforms!
- April 19, 2024: Helmholtz invests 23 million in research on AI foundation models [link]. Two (out of four) projects are coordinated by Jülich teams and Jülich is also part of the coordination unit. All projects will be featured at the Helmholtz AI Conference. Stay tuned!
- Feb 1, 2024: Helmholtz Foundation Model Initiative Call: [link]
Events
- Dec 11, 2024: Helmholtz AI Annual Retrospective, 10:00 am, online [details and registration]
- Dec 9, 2024: JULAIN Talk by Arvind Narayanan: Overcoming pitfalls in the use of machine learning in science [read more]
- Nov 7, 2024: Helmholtz AI FFT Seminar by HEREON
- "Laboratory earthquake forecasting using machine learning", Sadegh Karimpouli (GFZ)
- "Geometric and Physical Constraints Synergistically Improve Neural PDE Integration”, Yunfei Huang (Hereon)
- "A Convolutional Neural Network to detect bowhead whale vocalizations in passive acoustic data from the Arctic Ocean", Paul Keil (DKRZ/Hereon)
- [more details]
- Oct 31, 2024: ML talk series by the Applied Machine Learning group (INM-7), 15:00, online
Synthetic data for a better understanding of Machine Learning models and algorithms
Prof. Carlos Soares, University of Porto
Summary: Synthetic data generation has gained relevance recently, particularly to provide more data for learning models (e.g. with GANs). However, (semi-)synthetic data is also important for an even more important task, which is to improve our understanding of the behavior of ML models and algorithms. In this talk, I will discuss some of the work under development in this direction at the Center for Responsible AI in Porto. - Oct 10, 2024: Helmholtz AI FFT Seminar by FZJ
- “Towards Decoding Fibre Architecture in the Human Brain using Deep Learning”, Zeynep Boztoprak (FZJ, INM-1)
- “OneProt: Towards Multi-Modal Protein Foundation Models”, Alina Bazarova (FZJ, JSC)
- “AISPA: AI-driven instantaneous solar cell property analysis”, Toby Rudolph (FZJ, IMD-3)
- [more details]
- Oct 7, 2024: JULAIN Journal Club talk by Lijun Yu: VideoPoet: A Large Language Model for Zero-Shot Video Generation [read more]
- July 25, 2024: Helmholtz AI FFT Seminar by HZDR
- “Towards Data-Driven Optimization of Experiments in Photon Science”, Jeffrey Kelling (HZDR)
- “A Review of Neural Networks in Computational Holography”, Ritz Aguilar (HZDR)
- “A deep-learning-based surrogate model for Monte-Carlo simulations of the linear energy transfer in primary brain tumor patients treated with proton-beam radiotherapy”, Sebastian Starke (HZDR)
- [more details]
- May 2, 2024: Helmholtz AI FFT Seminar by DLR
- “Geospatial Analytics at Scale”, Conrad Albrecht
- “Uncertainty Aware Tropical Cyclone Wind Speed Estimation from Satellite Data and the Lightning-UQ-Box”, Nina Maria Gottschling
- “Accelerating real-time cardiac MRI analysis for Aerospace Medicine with AI” - Philipp Rosauer
- [more details]
- April 15, 2024: JULAIN Journal Club: Computational imaging in the Era of Large-Scale Foundation Models [read more]
- March 18, 2024: JULAIN Journal Club: Special edition on FAIR research software development [read more]
- March 7, 2024 11:00: Helmholtz AI Food For Thought Seminar [link]
- Feb 28, 2024 13:00: INM-1 and Vogt Seminar
Talk by Carsten Marr, Director Institute of AI for Health, Helmholtz Munich
Diagnosing severe blood diseases with AI
Building: 15.9v, Room: 4001b
Or join the webinar, ID code: 516791
How to get in contact
mailing list (Subscribe here) | chat (Enter here)
Activities
network activities | data challenges
Reading recommendations
recommendations for books | articles | tutorials
Tips and Tricks
tips and tricks on typical ML&DL questions | links to according papers and blogs
ML and DL at FZJ
highlights and most resent successes @FZJ | work in progress | completed projects
Access Infrastructure at FZJ
ML&DL workflows | setup of common tools | example projects
last change: 7.11.2024 sw