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Human-in-the-Loop: Automated Experiments (hAE)

Paper : Building Workflows for Interactive Human in the LoopAutomated Experiment (hAE) in STEM-EELS

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Description

The concept of Human-in-the-Loop for Automated Experiments (hAE) represents an innovative approach to scientific research, blending human expertise with automated systems to optimize experimental processes.

How to run:

  • clone the repository:
  • cd hAE
  • pip install .
  • pip install atomai
  • pip install pyroved
  • try example data: !wget https://www.dropbox.com/s/nicyvttpihzh1cd/Plasmonic_sets_7222021_fixed.npy [update file path in example.yaml]
  • python scripts/active_learning.py --config configs/example.yaml
  • python scripts/full_dkl_benchmark.py --config configs/example.yaml
  • python scripts/forensics.py --config configs/example.yaml

coming soon: intervention notebooks

Credits and References

hae's People

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