This repository is my solution for the third task by AITS. Problem Statement : Using the asteroids data https://www.kaggle.com/shrutimehta/nasa-asteroids-classification perform a comparison (measured by the test accuracy and training time) between
- using original data for training
- using principal components of the data for training.
The dataset is present in this repository in 2 forms
- principal components in nasa.csv
- Raw Data in Raw_Data/*.json
The data is about Asteroids - NeoWs. NeoWs (Near Earth Object Web Service) is a RESTful web service for near earth Asteroid information. With NeoWs a user can: search for Asteroids based on their closest approach date to Earth, lookup a specific Asteroid with its NASA JPL small body id, as well as browse the overall data-set.
Data-set: All the data is from the (http://neo.jpl.nasa.gov/). This API is maintained by SpaceRocks Team: David Greenfield, Arezu Sarvestani, Jason English and Peter Baunach.
Find potential hazardous and non-hazardous asteroids Find Features responsible for claiming an asteroid to be hazardous