Contains files related to machine learning.
There are two files related to classification with support of Machine Learning
- ExoplanetVectorMachine for identification of exoplanets with the SVC, linear kernel (from sklearn)
- ExoplanetRandomTree for identification of exoplanets with random tree (also from sklearn).
Both programs were optimized with Gridsearch.
Accuracy: Vectormachine: 0.840 before hyperparameter tuning, 0.878 after hyperparameter tuning Random Tree: 0.887 before hyperparameter tuning, 0.895 after hyperparameter tuning
Note that the Random tree model tends to overfit (Training Data Score was 1.0 before hyperparameter tuning.