HichemSaoudi / Generate-TV-Scripts

Generate-TV-Scripts

Udacity Deep Learning Nanodegree Project #3.

Objective: Generate your own Seinfeld TV scripts using RNNs. The input data was Seinfeld dataset of scripts from 9 seasons. The Neural Network you'll build will generate a new ,"fake" TV script, based on patterns it recognizes in this training data.

What I learnt:

1. Implemening Pre-processing Functions on the dataset:

• Lookup Table
• Tokenize Punctuation

2. Building the Neural Network:

• Batching the data
• Creating dataloaders
• Initializing RNN model and defining layers
• Forward propagation of the neural network
• Initialize the hidden state of an LSTM/GRU
• Apply forward and back propagation

3. Traning the Neural Network:

• Setting the hyperparameters for optimal loss values.