/Machine-Learning-in-Films

Some data analyses, visualizations, and predictive models related to Movies and Films using data obtained from IMDB (and others) databases.

Primary LanguageJupyter Notebook

Machine Learning in Films

Some data analyses, visualizations, and predictive models related to the Movies and Films area using data obtained from IMDB (and others) databases.

Notebooks:

Actors2Vec

In this notebook I use Word2Vec for encoding films' cast and crew into 100-length vectors. The algorithm uses the other members of a movie's cast and crew as context through which it learns the numerical representation of a certain actor/actress. Later I use these novel features as predictors in a Logistic Regression model for estimating the probability of a movie being among the Top 1% in terms of IMDB votes.