Hunting for Exoplanets Using Machine Learning
This is a classifier designed to discover exoplanet-containing stars using only light flux data. The flux data was obtained from Kaggle.
You can find the source code for the project here.
Slides for the Project
And here is my Fourier Transform visualization from the slides above. Basically, I took the mean of all frequency spectra for exoplanet-containing stars and for stars without exoplanets and plotted them all together. Where you see orange, there frequencies of stars with no exoplanets dominate. The reverse is true for where you see green: exoplanet-containing stars dominate there.
Written on August 7, 2017