Lyrics Generator with LSTM

Notebook for generating lyrics using LSTM network. The dataset contains all the songs recorded by Bob Dylan.

Stages:

1. EDA
   • Summary statistics on dataset: distribution of no. of characters, words, sentences in collection
   • Histograms & wordclouds
2. Preprocessing
   • Create corpus of all words from lyrics
   • Cleaning: remove special characters, convert to lowercase
   • Create mapping of unique chars to indices
   • Create features and targets (categorical)
3. Model
   • Train LSTM model, one character at a time
   • Visualize learning and loss
4. Generation
   • Generate lyrics from seed phrase, one character at a time, using model predictions