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Dr. Hunter Gabbard's Projects

capsnet-keras icon capsnet-keras

A Keras implementation of CapsNet in NIPS2017 paper "Dynamic Routing Between Capsules". Now test error = 0.34%.

capsule-networks icon capsule-networks

A Tensorflow(v1.4) implementation of Capsule Networks Applied towards GW Classification and Paraemter Estimation (Dynamic Routing Between Capsules , https://arxiv.org/abs/1710.09829)

cinnamon icon cinnamon

Invertible neural network for gravitational wave parameter estimation

cnn_matchfiltering icon cnn_matchfiltering

Pipeline used for classifying BBH, NSBH, and BNS signals in LIGO data. Code used for "Matching Matched Filtering" paper.

dcgan-tensorflow icon dcgan-tensorflow

A tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"

deep_single_pixel icon deep_single_pixel

Deep neural network for depth and intensity predictions using a single pixel camera.

generative-models icon generative-models

repository for playing around with different generative adversarial networks

gennet icon gennet

Returns posterior estimates on GW waveform parameters given a GW waveform buried in noise.

gennet_paper icon gennet_paper

Paper showing the use of generative adversarial networks applied towards full posterior estimate parameter estimation.

glasgow_machine_learning_course-2019 icon glasgow_machine_learning_course-2019

A hands-on machine learning course for physics and astronomy PhD students at the University of Glasgow. Courses designed by John Armstrong and Hunter Gabbard.

gmind icon gmind

Deep learning tools for gravitational wave data analysis and detection based on PyCBC and Keras.

imgwda icon imgwda

Inference Methods for Gravitational Wave Data Analysis - My PhD Thesis

intro2ml icon intro2ml

An assortment of scripts to help you get started in machine learning

keras-dcgan icon keras-dcgan

Keras implementation of Deep Convolutional Generative Adversarial Networks for aLIGO parameter estimation

ligo_ml icon ligo_ml

General LIGO machine learning repository

pca_aux_cop icon pca_aux_cop

Pipeline to search for couplings and/or trends between different degrees of freedom within the LIGO detectors. Fulbright Fellowship detector characterization project.

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