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vibe's Introduction

Vibe

A deep learning music platform

Things to do

Backend

  • Create backend dataflow to pull mp3 and metadata from spotify api to a local dir
  • Run data collection on enough playlists to gather ~10k songs
  • Convert all mp3s into spectograms and save them locally
  • Train a deep convolutional autoencoder on spectograms to generate ml encodings
  • Store encodings and metadata in DB (SQL/SPARK/etc.)
  • Run basic clustering on only spotify metadata
  • Run clustering on only spectograms and combined to see best results

Frontend

  • TBD

Installing

Current backend environment setup

pip install spotipy
pip install keras
pip install tensorflow

Running backend script

python3 data_collection.py

Deployment

TBD

Authors

License

This project is licensed under the MIT License - see the LICENSE.md file for details

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