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Implement Event Recommder System #424

@wade3hamati

Description

@wade3hamati

Description

As a user, I want to receive personalized recommendations for events so that I can enhance my engagement and experience on the platform.

Story Points: 8
Priority: High
Risk: Medium

Child Tasks:

  1. Implement Event Recommendation Formula
  2. Integrate recommendation system with the existing platform
  3. Conduct performance testing for scalability

Acceptance Criteria:

  1. Event Recommendations:
    • Recommendations are based on user location, skill match, and past interactions.
    • Users receive a list of events sorted by relevance.
    • Events outside the user's location are filtered unless explicitly allowed.

Task Breakdown:

  1. Event Recommendation Formula:

    • Collect and process user location data.
    • Match user skills with event requirements.
    • Analyze past interactions (e.g., events attended, liked, or commented on).
    • Develop a scoring algorithm to rank events.
  2. Integration:

    • Integrate recommendation formulas with the platform's backend.
    • Ensure recommendations are displayed in the user interface.
  3. Testing:

    • Conduct unit and integration testing for each formula.
    • Perform performance testing to ensure scalability.

Implementation Breakdown:

  1. Backend:

    • Develop APIs for fetching recommendations.
    • Implement recommendation algorithms using machine learning or heuristic-based approaches.
    • Optimize database queries for performance.
  2. Database:

    • Store user preferences, interactions, and engagement metrics.
    • Index data for faster retrieval.

Blackbox Testing:

  1. Verify that event recommendations are location-specific and skill-matched.
  2. Test the system with a large dataset to ensure scalability.

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