akshitaagarwa11a / Generate-TV-Scripts

Udacity DL Nanodegree RNN Project

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Generate-TV-Scripts

Udacity DL Nanodegree TV Script Generation Project.

Introduction

In this project, I have generated my own Seinfeld TV scripts using RNNs. I have used a Seinfeld dataset of scripts from 9 seasons. The Neural Network I have built generates a new, "fake" TV script.
Original repo of this project can be found here, in the project-tv-script-generation folder.

Results

I have trained a model to give me a loss of about 3.2. You can see that there are multiple characters that say (somewhat) complete sentences, but it isn't perfect. It takes quite a while to get good results, and often, you'll have to use a smaller vocabulary (and discard uncommon words), or get more data. The Seinfeld dataset is about 3.4 MB, which is big enough for our purposes; for script generation you'll want more than 1 MB of text, generally.

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Udacity DL Nanodegree RNN Project


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