PawarMukesh/Asteroid-Classification

Based on given feature of dataset we need to predict the wheter the asetroid is harmful or not

Asteroid-Classification

Buisness Case: Based on given feature of dataset we need to predict whether asteroid is harmful or not.

Task: Binary classification

Target Feature: Hazardous

Domain Analysis:

1. Id: Unique Identifier for each asteroid.

2. Name: Name of asteroid given by NASA

3. est_diameter_min: Minimum Estimated Diameter in Kilometres

4. est_diameter_max: Maximum Estimated Diameter in Kilometres

5. relative_velocity: Velocity Relative to Earth

6. orbiting_body: Planet that the asteroid orbits

7. miss_distance: Distance in Kilometres missed

8. sentry_object: Included in sentry-an automated collision monitoring system

9. Absulute_magnitutde: Describes intrinsic luminosity

10. Hazardous: Boolean feature that shows whether asteroid is harmful or not

For this classification problem we are create simple neural network

Accuracy of model: 88.22%

Loss of Model : 27.72%

F1 Score : 89.23%