AskLaptop
Website for Laptop Recommendation Based on User Needs Using Natural Language Processing and Multi-Layer Perceptron
Challenge
Build an intelligent laptop recommendation system that understands user needs through natural language input. The challenge was combining NLP to parse user requirements with ML algorithms to provide accurate, personalized laptop suggestions.
Solution
Developed a React frontend with conversational UI for natural language input. Implemented Flask backend with NLP (FastText) for requirement parsing and MLP neural network for recommendation logic. Built Express.js API with MySQL database storing laptop specifications for real-time matching.
Results
Personalized laptop recommendations
Improved user satisfaction
Completed
2025
Description
A website for recommending laptops based on user needs using Natural Language Processing (NLP) and Multi-Layer Perceptron (MLP) algorithms.