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Deep Learning Projects: Leveraging fastai v2

This repository contains different deep learning project notebooks that were run using the fastai framework.

Structure

Here is a list of the projects contained in this repository, classified according to the domain they belong to.

Vision:

  • rainforest-audio: The goal of this project was to build a machine learning model to automate the detection of bird and frog species in tropical soundscape recordings, as part of a Kaggle competition. The models had to be created with limited, acoustically complex training data. My best submission scored a label-weighted label-ranking average precision of 0.71 on the private leaderboard.

Contributing

Contributions are what make the open source community a great place to learn, inspire, and create. Any contributions you make are really helpful!

  1. Fork the Project
  2. Create your Feature Branch (git checkout -b feature/AmazingContribution)
  3. Commit your Changes (git commit -m 'Add some AmazingContribution')
  4. Push to the Branch (git push origin feature/AmazingContribution)
  5. Open a Pull Request

Reporting Issues

Does something seem off? Make sure to report it.