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Detecting Gravitational Waves

Contributors: Enric Reverter and Pim Schoolkate.

A project carried out as part of the Advanced Machine Learning (AML) course by Lluis Belanche at UPC.

Objective of the project

This project aimed at detecting gravitational waves in the data gathered by the LIGO detectors. This was part of a kaggle competition which can be found here. The project should serve as an example of the contributors skills in applying machine and deep learning techniques to a complex dataset.

Approach

  1. Using support vector machines and kernel compositions.
  2. Using a Denoising stacked autoencoder.

For an in-depth analysis see the project report.