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Detect deforestation in the Amazon rainforest from satellite images

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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

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