Udacity Machine Learning Nanodegree - Capstone Project

Please install requirements:

sudo python3 -m pip install -r requirements/requirements-gpu.txt

To obtain all the necessary image data please visit:

https://www.kaggle.com/c/planet-understanding-the-amazon-from-space/data

To view jupyter notebook for deep learning, simply go into the deep-learning directoy and run the deforestation_cnn notebook

Project proposal can be found in proposal.pdf and project report can be found in report.pdf

To run the web application as a demo for this project:

1. Go to web_app

2. Run -> python manage.py runserver

3. The go to web_app -> react-frontend

4. Make sure node is installed, then run -> npm install

5. Run -> npm start

6. In your browser, go to localhost:3000

7. Use the upload_images directory for test images for the web app

To view the batch processed results of the optimal model, go to deep-learning -> batch_processed_labels.csv