Earthquake Damage Prediction

Earthquake Damage Prediction

Project Description

In this project, I worked with data from Open Data Nepal and built machine learning models to predict building damage from the 2015 Nepal Earthquake. I worked with data from the Gorkha and Kavrepalanchok districts.

Overview

  • Assessed SQLite database, 2015 Nepal Earthquake, and manipulated data with SQL
  • Built logistic regression & decision tree models for classification to predict damage
  • Improved models by tuning their hyperparameters

Language & Tools

  • Python (Pandas, Matplotlib, Seaborn, Scikit-learn)
  • SQL (SQLite)

View Source