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🛠️ Installation

  • User Installation (for Non-Developers)
  • Developer Installation
  • Tutorial for Using the uv Package Manager

🚀 Getting started

  • Complete Workflow Example
  • Submitting jobs to SLURM on HPC
  • Using itwinai Container Images
  • Writing plugins for itwinai
  • Current List of itwinai Plugins
  • Glossary

🪄 How it works

  • Training a neural network
  • Tracking ML workflows
  • Defining machine learning workflows
  • Hyperparameter Optimization
  • Further References on Hyperparameter Optimization
  • Scalability Report

🎓 Tutorials

  • Distributed machine learning training
  • Machine Learning Workflows
  • Hyperparameter Optimization
  • Code Profiling and Optimization

📚 Scientific Use Cases

  • Introduction
  • Drought Early Warning in the Alps (EURAC)
  • Noise Simulation for Gravitational Waves Detector (Virgo, INFN)
  • Fast particle detector simulation (CERN)
  • Tropical Cyclones Detection (CMCC)
  • MNIST dataset
  • ML-based extreme events detection and characterization (xtclim, CERFACS)
  • Pulsar Segmentation and Analysis for Radio-Astronomy (HTW Berlin)
  • Normalizing flow for generating lattice field configurations (Lattice QCD, ETHZ/CSIC)

⚡ API reference

  • CLI
  • Python SDK

🎯 Github repository

  • itwinai
itwinai
  • Search

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