Machine learning models and utilities for exoplanet science.
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Updated
Aug 28, 2020 - Python
Machine learning models and utilities for exoplanet science.
A MLP Neural Network that trains on an exoplanet dataset.
Exoplanet exploration using SVM with different kernels and C values. Dataset can be downloaded from Kaggle website: https://www.kaggle.com/keplersmachines/kepler-labelled-time-series-data
Jupyter Notebooks for the radial velocity tutorials at the Precision Spectroscopy Workshop 2017, held at the Instituto de Astronomia, Geofísica e Ciências Atmosféricas (Universidade de São Paulo) in August 2017.
Algoritmos para o tratamento de curvas de luz, treinamento e utilização de modelos de Machine Learning para a detecção automatizada de exoplanetas.
Spitzer exoplanet time series observations Gaussian kernel regression for intrapixel effects (KRData)
New crossplattform version of Exoplanethunter build in React Native
This repository contains submission for the intra-college astronomy hackathon
👾 𝗱𝗲𝘁𝗲𝗰𝘁𝗶𝗼𝗻 𝗼𝗳 𝗲𝘅𝗼𝗹𝗶𝗳𝗲 𝗶𝘀 𝗼𝗻𝗲 𝗼𝗳 𝘁𝗵𝗲 𝗺𝗼𝘀𝘁 𝗶𝗺𝗽𝗼𝗿𝘁𝗮𝗻𝘁 𝗴𝗼𝗮𝗹𝘀 𝗳𝗼𝗿 𝗳𝘂𝘁𝘂𝗿𝗲 𝘀𝗽𝗮𝗰𝗲 𝗺𝗶𝘀𝘀𝗶𝗼𝗻𝘀 - 𝗶𝗺𝗮𝗴𝗲𝘀 𝘁𝗮𝗸𝗲𝗻 𝗳𝗿𝗼𝗺 𝘁𝗵𝗲 𝗺𝗼𝗼𝗻 𝗮𝘁 𝘁𝗵𝗲 𝗠𝘁. 𝗦𝘁𝗼𝗻𝘆 𝗕𝗿𝗼𝗼𝗸
Data Analysis of NASA's Kepler mission for exoplanet exploration using Machine Leaning models and Pandas
This repository was created as an appendix to my final master thesis: "Detectability and occurrences in CARMENES"
Tools for end-to-end reduction of JWST exoplanet observations
This is a set of tests used to analyse data from NASA.
taurex-emcee: automated, parallelized atmospheric retrievals with TauREx 3.1 and the emcee sampler
Checking for false positives in TESS exoplanets searches by centroid calculation in Difference Images from out-of-transit and in-transit fluxes
The objective of the project is to apply deep learning techniques in finding the existence of exoplanet. This is achieved by reducing the dimension of the data, followed by generating multiple unique models, parameter tuning of models and finally validating the model.
16. Exoplanet Exploration - Machine Learning Challenge
Machine Learning solution for Exoplanet Detection
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