song_lyrics / README.md
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Creation Steps

  • Downloaded 5 Million Song Dataset from Kaggle
  • Selected quality artists, as defined by me
  • Remove songs featuring any profanity
  • Added normalized version of lyrics (used for GloVe embedding only)
    • lower case, remove punctuation, remove stopwords, lemmatize)
  • Computed four sets of embeddings using all-MiniLM-L12-v2, all-distilroberta-v1, text-embedding-ada-002, and average_word_embeddings_glove.840B.300d