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💡 Getting started

  • Install itwinai
  • Submitting jobs to SLURM on HPC
  • Writing plugins for itwinai
  • Tutorial for using the uv package manager

🪄 How it works

  • Training a neural network
  • Tracking ML workflows
  • Defining machine learning workflows
  • Hyperparameter Optimization

🚀 Tutorials

  • Distributed machine learning training
  • Machine learning workflows
  • Hyperparameter Optimization Workflows

📚 Scientific Use Cases

  • How to run a use case
  • Fast particle detector simulation | CERN
  • MNIST dataset
  • Tropical Cyclones Detection | CMCC
  • Noise Simulation for Gravitational Waves Detector (Virgo) | INFN
  • Drought Early Warning in the Alps | EURAC

âš¡ Python API reference

  • itwinai

🎯 Github repository

  • itwinai
itwinai
  • Overview: module code

All modules for which code is available

  • builtins
  • itwinai.cli
  • itwinai.components
  • itwinai.distributed
  • itwinai.loggers
  • itwinai.parser
  • itwinai.pipeline
  • itwinai.serialization
  • itwinai.tensorflow.distributed
  • itwinai.tensorflow.trainer
  • itwinai.tensorflow.utils
  • itwinai.tests.dummy_components
  • itwinai.tests.exceptions
  • itwinai.tests.sanity_check
  • itwinai.torch.config
  • itwinai.torch.distributed
  • itwinai.torch.inference
  • itwinai.torch.loggers
  • itwinai.torch.mlflow
  • itwinai.torch.reproducibility
  • itwinai.torch.trainer
  • itwinai.torch.type
  • itwinai.type
  • itwinai.utils

© Copyright 2024, Matteo Bunino on behalf of CERN.

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