Final Project

Final Project for Fundamentals of Data Science 2022. The project aim is to classify Landsat 7 satellite images from the Hindu Kush Himalaya region into glacier and non-glacier.

Contributors

• Nemish Murawat
• Matteo Migliarini
• Mattia Castaldo
• Javier Martinez
• Jonas Barth

Report

We produced a report where we summarise our findings.

Inspiration

Paper that we base the project on.

Data

AWS S3 Links for the raw data that we used:

• dev
• test
• train

Structure

• custom - contains custom pipeline functionalities.
• dataset - contains metadata.
• model - contains the models we used.
• preprocessing - contains logic for preprocessing.
• report - contains scripts for generating visuals for the report.
• script - contains some scripts for data exploration.
• util - utility functions.

Installing Requirements

pip install -r requirements.txt