MLP Exoplanet Hunting

Requirements

• keras
• numpy
• requests
• scikit
• tensorflow
• tqdm

Usage

git clone https://github.com/drewszurko/keras-exoplanet-analysis.git
cd keras-exoplanet-analysis/ 
pip install -r requirements.txt
python main.py

Datasets

The datasets were created and open-sourced by Winter Delta (WΔ) and can be found on Kaggle and GitHub. They have also been pre-split into training and testing files, exo_train.csv.gz and exo_test.csv.gz.

Dataset Descriptions

exo_train.csv.gz

• 5087 observations
• 3198 features
• 37 confirmed exoplanet stars
• 5050 non-exoplanet stars
• Column 1 is the target column (0 = non-exoplanet star, 1 = confirmed exoplanet star)
• Columns 2-3198 are feature columns that display the star's flux values over time

exo_test.csv.gz

• 570 observations
• 3198 features
• 5 confirmed exoplanet stars
• 565 non-exoplanet stars
• Column 1 is the target column (0 = non-exoplanet star, 1 = confirmed exoplanet star)
• Columns 2-3198 are feature columns that display the star's flux values over time