Eastside Preparetory SchoolClass of 2025Redmond, WA
- "Improving natural disaster impact detection" with mentor Nikash (Working project)
Improving natural disaster impact detection
Started Aug. 1, 2022
Abstract or project description
In this project, I will train a neural network to classify the satellite images from the xView2 Building Damage Assessment challenge into different levels of building damage. First, I will set up a pipeline that involves reading in data and separating the data into train and test sets. Next, I will construct a neural network and train it on the dataset using a virtual machine. Then I will find existing research that uses the same dataset as this project, and reproduce their model. Lastly, I will improve upon the existing models to obtain results with higher accuracy.