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wsdm-cup-2018-music's Introduction

wsdm-cup-2018-music

Publication of the code we used in the WSDM'18 Cup Music Recommendation Challenge.

Usage

  • Place data files in the data/ and data_common/ directory
  • Run the python scripts in the following order
    • split.py (Optional, creates a local sample)
    • prep_songs.py (Some extra data preparation and combination, requires the cleaning of songs.csv as songs_clean.csv)
    • prep.py (Some dataset preparations)
    • als.py (Creates the latent features)
    • cluster.py (Clusters the latent features for users, tracks, artists, and combinations of those)
    • create_featureset.py (Combines all data in one dataset to work on)
    • lgbm_test.py (Tests a single LGBM model)
    • lgbm_cv.py (Creates the n-fold trained ensemble)
  • The folder to do the work in is defined as FOLDER in each script along with other important parameters
  • The file helper/feature_list.py defines a list of features that is finally used for model training

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