Banflixvip

const userSchema = new mongoose.Schema({ id: String, viewingHistory: [{ type: String }], ratings: [{ type: String }], preferences: [{ type: String }] });

const app = express();

mongoose.connect('mongodb://localhost/banflixvip', { useNewUrlParser: true, useUnifiedTopology: true }); banflixvip

// Collaborative filtering const similarUsers = await User.find({ viewingHistory: { $in: viewingHistory } }); const recommendedContent = similarUsers.reduce((acc, similarUser) => { return acc.concat(similarUser.viewingHistory); }, []);

BanflixVIP aims to enhance user engagement by introducing a feature that provides personalized watchlist recommendations. This feature will analyze users' viewing history, ratings, and preferences to suggest relevant content. const userSchema = new mongoose

// Hybrid approach const recommendedContentHybrid = _.uniq(_.concat(recommendedContent, recommendedContentBased));

import React, { useState, useEffect } from 'react'; import axios from 'axios'; viewingHistory: [{ type: String }]

useEffect(() => { axios.get('/api/recommendations') .then((response) => { setRecommendedContent(response.data); }) .catch((error) => { console.error(error); }); }, []);