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Developed a predictive and planet categorization model using supervised and unsupervised learning techniques respectively to predict whether a Kepler Object of Interest is classified as a candidate, confirmed or false positive. Derived an accuracy classification rate of 89% by utilizing the following classification techniques: Decision Tree, Randomforest, KNN, SVM, Neural Network, K-Means Cluster.

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datascience kaggle r-programming data-visualization

kepler-exoplanet-project's Introduction

Kepler Exoplanet Project

Data Science Project
Title of dataset: "Kepler Exoplanet Search Results"
Source: Kaggle - https://www.kaggle.com/nasa/kepler-exoplanet-search-results
Authors: Matthew Bazzo, Soo Hyung Choe, Shiming Yan, Alex Zhang

Description

  • Developed a predictive and planet categorization model using supervised and unsupervised learning techniques respectively to predict whether a Kepler Object of Interest is classified as a candidate, confirmed or false positive.
  • Derived an accuracy classification rate of 89% by utilizing the following classification techniques: Decision Tree, Randomforest, KNN, SVM, Neural Network.

    Refer to "Kepler-Data.pptx" for dataset
    Refer to "Kepler_Exoplanet_Analysis.Rmd" for analysis and code

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