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Project-3

TV Script Generator

Project Overview

In this project, I generated my own Seinfeld TV scripts using RNNs. I used part of the Seinfled dataset of scripts from 9 seasons. The Neural Network generated a new, "fake" TV script, based on patterns it recognizes in this training data.

Contents

  • Get the Data
  • Explore the Data
  • Implement Pre-processing Functions
    • Lookup Table
    • Tokenize Punctuation
  • Pre-process all the data and save it
  • Check Access to GPU
  • Input
    • Batching
    • Test your dataloader
    • Sizes
    • Values
  • Build the Neural Network
    • Define forward and backpropagation
  • Neural Network Training
    • Train Loop
    • Hyperparameters
    • Train
  • Generate TV Script
    • Generate text
    • Generate a new script