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@ML4GW

ML4GW

README.md

ML4GW

Tools to make training and deploying neural networks in service of gravitational wave physics simple and accessible to all!

Includes applications under active research, such as denoising, signal detection, and parameter estimation algorithms.

With thanks to Vighnesh J R for the profile picture artwork.

Funding

We are grateful for the support of the U.S. National Science Foundation (NSF) Harnessing the Data Revolution (HDR) Institute for Accelerating AI Algorithms for Data Driven Discovery (A3D3) under Cooperative Agreement No. PHY-2117997.

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  1. DeepClean DeepClean Public

    Nonlinear noise subtraction from gravitational wave strain data

    Python 6 6

  2. ml4gw ml4gw Public

    Torch utilities for doing machine learning in gravitational wave physics

    Python 18 13

  3. hermes hermes Public

    Inference-as-a-Service deployment made simple

    Python 4 5

  4. amplfi amplfi Public

    Performing parameter estimation on gravitational wave data with machine learning

    Python 11 9

  5. aframe aframe Public

    Detecting binary black hole mergers in LIGO with neural networks

    Python 7 16

  6. gwak gwak Public

    Python 5

Repositories

Showing 10 of 22 repositories
  • gwak Public
    ML4GW/gwak’s past year of commit activity
    Python 0 5 0 0 Updated Nov 27, 2024
  • aframe Public

    Detecting binary black hole mergers in LIGO with neural networks

    ML4GW/aframe’s past year of commit activity
    Python 7 MIT 16 14 3 Updated Nov 26, 2024
  • amplfi Public

    Performing parameter estimation on gravitational wave data with machine learning

    ML4GW/amplfi’s past year of commit activity
    Python 11 MIT 9 3 4 Updated Nov 23, 2024
  • mldatafind Public

    Utilities for standardizing gravitational wave data discovery

    ML4GW/mldatafind’s past year of commit activity
    Python 2 MIT 5 1 0 Updated Nov 19, 2024
  • gwak2 Public
    ML4GW/gwak2’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Nov 10, 2024
  • ml4gw Public

    Torch utilities for doing machine learning in gravitational wave physics

    ML4GW/ml4gw’s past year of commit activity
    Python 18 13 18 8 Updated Oct 28, 2024
  • .github Public
    ML4GW/.github’s past year of commit activity
    0 0 0 0 Updated Oct 28, 2024
  • aframe-legacy Public archive

    Detecting binary black hole mergers in LIGO with neural networks

    ML4GW/aframe-legacy’s past year of commit activity
    Jupyter Notebook 18 MIT 17 25 (1 issue needs help) 4 Updated Oct 19, 2024
  • hermes Public

    Inference-as-a-Service deployment made simple

    ML4GW/hermes’s past year of commit activity
    Python 4 MIT 5 11 (1 issue needs help) 0 Updated Oct 5, 2024
  • quickstart Public
    ML4GW/quickstart’s past year of commit activity
    Makefile 0 2 1 0 Updated Sep 2, 2024
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