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moviepredictapi's Introduction

Movie Gross Prediction

This project is a machine learning application that predicts the gross income of a movie based on its budget, IMDb score, and Facebook likes.

Overview

The project consists of two main components:

  • A linear regression model ( MoviePredict_LinearRegressionModel.pkl ) that is trained on a dataset of movies with their budget, IMDb score, Facebook likes, and gross income.

  • A REST API that exposes the model as a web service using FastAPI framework and pedantic for validation. The API has one endpoint (http://192.168.2.103:8000/predict) that accepts a POST request with a JSON body that contains the budget, IMDb score, and Facebook likes of a movie. Like:

    {
    "budget": 180000000,
    "imdb_score": 8.5,
    "facebook_likes": 356789
    }

  • The API returns a JSON response with the predicted gross income of the movie. Like:

    {
    "gross_prediction": 500000.98
    }

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