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build_a_movie_recommendation_system's Introduction

Machine Learning Project Build a Movie Recommendation System

Project Description

Problem :
The Movie Recommendation System project aims to develop an intelligent system that suggests personalized movie recommendations to users based on their preferences and viewing history.

Challenges :
Build a machine learning model that can recommend movie based on user preference.

Project Goal

The Movie Recommendation System project aims to enhance the user experience by providing personalized movie recommendations.

Tools & Library Used

python-logo   jupyter-logo  

Project Result

Click here to get full code

3 Types of Recommendation System :

  1. Popularity based recommendation system
    Recommend list of popular movie.
    To get list of popular movie in this dataset, we calculate weighted rating, and here is the result :

    Top 10 Popular Movie:

  2. Content based filtering
    When click certain movie, it will give recommendation of similar movie.
    To get list of similar movie, we use Term Frequency & Inverse Document Frequency.
    For example, we try to know 3 movies that is similar with movie title "John Carter" :

  3. Collaborative filtering
    Predict what rating the user gonna give.
    Example :
    What rating of user 15 will give to movie id 1956?

  • The user with id 15 predicted will give ratings 3.49 to movie id 1956
  • The ratings quite good because the rating ranges from 1 to 5.

build_a_movie_recommendation_system's People

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