The Costanza Occupation Prediction Engine (C.O.P.E.)
This data science project references a classic Seinfeld episode and demonstrates web-scraping, natural language processing and machine learning techniques with Python, Jupyter Notebooks and an API.
The algorithm classifies Reddit headlines as coming from either the architecture or marine biology Subreddits - George Costanza’s favorite “pretend” occupations.
The model accuracy improved from 0.51 to 0.89 (a good result), though Larry David (fittingly) refers to it as a data science project about nothing…