AI : Big Bang Theory

AI GENERATED BIG BANG THEORY EPISODE USING NATURAL LANGUAGE PROCESSING (GPT-2).

OpenAI - GPT2

GPT-2 is a state-of-the-art language model developed by Open-AI. One of the main application of this model is synthetic text generation.

I used this model and trained it with a dataset of transcripts of all episodes of The Big Bang Theory show. When the model was trained then I started to check each and every characters generated dialogue individually by literally asking them questions. Then after about 3500 samples the model became decent enough and after 5000 samples it started giving phenomenal result.

Some of these conversations are down below with input in 'Bold' and output in '<Code Font>'.

Leonard: Hey Sheldon, What do you think about String theory?

Sheldon: It is a very solid proposal and does, however, present a number of unique challenges which I cannot cope with.

Penny: What challenges?

Sheldon: The first challenge is copying itself. The physical laws are so sound and simple, how do we know that this idea was not just a ruse? The second challenge is convincing others that this idea was, in fact, a ruse?

Penny: Okay, great!!!!!

Penny: Sheldon, what would you give up? Science or Train?

Sheldon: Both.

Amy: Maybe I’m ready to move out.

Sheldon: No. It’s all I can do is give 100% and keep my options open.

Amy: Penny, what is your real surname?

Penny: Its Dudley.

After experimenting with custom inputs. I started the model by giving it a single initial line which was "Series 21 Episode 1 - The" and it generated a whole script and the same is available below.

GENERATED SCRIPT

AI Big Bang Theory.pdf

Note: The script was generated in 2 renders and in text format. The generated scripts were merged and converted into actual script formal later.

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