const User = mongoose.model('User', userSchema);
// Content-based filtering const contentMetadata = await ContentMetadata.find({ genres: { $in: preferences } }); const recommendedContentBased = contentMetadata.reduce((acc, content) => { return acc.concat(content.id); }, []);
app.get('/api/recommendations', async (req, res) => { const userId = req.query.userId; const recommendedContent = await recommend(userId); res.send(recommendedContent); }); This feature development plan outlines the requirements, technical requirements, and implementation plan for the personalized watchlist recommendations feature. The example code snippets demonstrate the user profiling, recommendation algorithm, user interface, and API integration.
app.post('/users', (req, res) => { const user = new User(req.body); user.save((err) => { if (err) { res.status(400).send(err); } else { res.send({ message: 'User created successfully' }); } }); }); banflixvip
export default Watchlist;
mongoose.connect('mongodb://localhost/banflixvip', { useNewUrlParser: true, useUnifiedTopology: true });
import React, { useState, useEffect } from 'react'; import axios from 'axios'; const User = mongoose
// Hybrid approach const recommendedContentHybrid = _.uniq(_.concat(recommendedContent, recommendedContentBased));
return ( <div> <h2>Recommended Content</h2> <ul> {recommendedContent.map((content) => ( <li key={content}>{content}</li> ))} </ul> </div> ); };
const Watchlist = () => { const [recommendedContent, setRecommendedContent] = useState([]); This feature will analyze users' viewing history, ratings,
useEffect(() => { axios.get('/api/recommendations') .then((response) => { setRecommendedContent(response.data); }) .catch((error) => { console.error(error); }); }, []);
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.
return recommendedContentHybrid; };
const userSchema = new mongoose.Schema({ id: String, viewingHistory: [{ type: String }], ratings: [{ type: String }], preferences: [{ type: String }] });
const express = require('express'); const mongoose = require('mongoose');