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    Live2024

    HealthcareAI

    AI-assisted healthcare platform

    Features a RAG-based MediBot, NLP symptom analysis, and XGBoost disease prediction within a unified patient-doctor ecosystem.

    HealthcareAI product screenshot

    Problem

    Patients needed an accessible entry point to evaluate their symptoms and immediately route them to appropriate medical professionals within the same platform.

    Approach

    Integrated a separate ML prediction microservice (XGBoost/NLP) with a main Node.js backend. Provided a symptom-search module and RAG-based MediBot.

    What shipped

    • Decoupled the ML inference engine from the core API, preventing long-running predictions from blocking standard web requests.
    • Structured fast and typo-forgiving symptom search capabilities.
    • Managed complex patient booking flow state management.

    Stack

    • React
    • Node.js
    • MongoDB
    • Redis