AutomaticPlaylistGeneration

Welcome! We are team Lagom formed for CMPE462 Machine Learning course at Bogazici University.

In this repo, we are gonna investigate ways for automatic playlist generation.

• Feature Selection

  • lyrics.ipynb:

     Implements LDA on mxm lyrics data
    

  • Feature extraction from Spotify.ipynb:

     Getting audio features of tracks from spotify
    

• Classification

  • Classification.ipynb

• Graph Based Model

  • KMeans Clustering.ipynb:

     Includes KMeans Clustering and Affinity Propagation
    

  • RecommendationWithDistance.ipynb:

     Probabilistic model based on similarity
    

• Use Case

  • Automatic Playlist Generation - Spotify Use Case.ipynb:

     Playlist generation on spotify
    

• Dataset

  • msd_genre_dataset.csv
  • msd_extra_features.csv
  • features_msd_lda_sp.csv
  • mxm_dataset_train.txt
  • mxm_dataset_test.txt