Add Product Recommendation System Based on User Search Queries

[Anikesh02]

Add a Product Recommendation System Based on User Search Queries

Description

Implement a product recommendation system that suggests relevant items to users based on their search queries. This feature aims to improve user experience, increase engagement, and potentially boost sales by helping users discover products they might be interested in.

Proposed Implementation

1. Search query analysis:

   • Implement natural language processing (NLP) to understand user intent
   • Extract key terms and categories from search queries

2. Recommendation algorithm:

   • Develop a hybrid recommendation system combining:
     • Content-based filtering (based on product attributes)
     • Collaborative filtering (based on user behaviour patterns)
   • Incorporate machine learning models to improve recommendations over time

3. Data collection and storage:

   • Set up a system to collect and store user search queries
   • Implement a database to store product attributes and user behaviour data

4. Integration with product catalogue:

   • Create an API to fetch relevant products based on recommendation results
   • Ensure real-time updates of product availability and pricing

5. User interface:

   • Design and implement a "Recommended for You" section on search results pages
   • Add a sidebar or carousel for recommended products on product detail pages

6. Performance optimization:

   • Implement caching mechanisms to reduce latency
   • Optimize database queries for quick retrieval of recommendations

7. Analytics and reporting:

   • Set up tracking for recommendation clicks and conversions
   • Create a dashboard to monitor the system's performance

[sanikabhagwat9]

I would like to take on the task of implementing the Product Recommendation System based on user search queries. The proposed feature aligns with my experience, and I am confident that I can develop an effective solution to enhance user engagement and product discovery.

I plan to follow the outlined steps, starting with search query analysis using NLP to extract key terms, and then integrating content-based and collaborative filtering methods. I will also focus on performance optimization and real-time updates to ensure a seamless user experience. Please let me know if there are any additional requirements or preferences for this task.