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Generate Seinfeld scripts using RNN-LSTM and Word Embeddings

Generate tv scripts or dialogs using Seinfeld scripts database using AI

Project Overview

This network is going to generate Seinfeld TV scripts using RNNs. it will be using a Seinfeld dataset of scripts from 9 seasons. The Neural Network will generate a new, "fake" TV script.

Sample Output

Datasets

  • Download the Seinfeld Chronicles

  • Number of unique words: 46367

  • Number of lines: 109233

  • Average number of words in each line: 5.544240293684143

RNN ARCH

RNN(
  (embedding): Embedding(21388, 256)
  (lstm): LSTM(256, 256, num_layers=2, batch_first=True, dropout=0.5)
  (fc): Linear(in_features=256, out_features=21388, bias=True)
)

​ Loss has been achieved up to 3.27 with 10 epochs

Generated Output

jerry: and kramer comes over to her office, and they were a very important person.

jerry:(pointing to his notebook) oh, you know, you know, i just want to see her naked, and i just got the same thing, you know, i have no control of that.

newman: well, i just wanted to go.

kramer: well, i'm not going to be the one who deserved a lot of humor.

jerry: well, you know, it's not fair.

jerry:(to george) you know, i'm sorry, i'm sorry. i was wondering, i was going to the movies.

jerry: oh, yeah.

george:(to jerry) hey, hey.

elaine: hey, hey! you see what? i was trying to get it out.

george: oh, yeah.

kramer: well, i'm sorry about the show.

elaine: yeah.

jerry: well, i don't think so, i don't think i have to talk, i was in the hospital.

jerry: oh, no.(they both leave) what are you doing?

jerry: no, you don't know.

elaine: oh, yeah.

kramer: hey, what are you talking about?

jerry: yeah, well, you know, you can get it out of it, i just wanted to talk.

jerry: i don't know. you know, the only part of the world series. i mean i'm going.

george: you know what?

kramer: yeah, i just got the car out of the building...

george:(still in his head) i don't know what the hell are they gonna be able to say something?

jerry: no.

george:(to george) i was just curious.

jerry:(to elaine) oh, no, i can't believe it!(to kramer) you know what? you were in the bathroom.