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C4GT Community: Basic Details of Ashwin #673

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@ashwinkothavade

Description

@ashwinkothavade

Ticket Contents

Description

Goals

Project Goals

Medical Data Management

  • Create a centralized platform for medical data collection and analysis
  • Support various medical data formats (CSV, JSON, Excel)
  • Implement secure data storage and access controls
  • Enable real-time data synchronization

AI-Powered Analytics

  • Provide natural language processing capabilities for queries
  • Implement predictive analytics for care
  • Enable anomaly detection in data patterns
  • Generate automated reports and insights

User Experience

  • Create an intuitive interface for professionals
  • Enable drag-and-drop dashboard creation
  • Provide customizable visualization options
  • Support mobile-responsive design

Security and Compliance

  • Implement role-based access control (RBAC)
  • Implement secure authentication and authorization
  • Protect privacy and data integrity

Scalability and Performance

  • Design for handling large datasets
  • Implement efficient data processing algorithms
  • Support real-time data updates
  • Ensure fast response times for critical operations

Implementation Details

Implementation Details

Architecture

  • Microservices-based architecture for scalability
  • Separate services for data processing, AI, and frontend
  • RESTful API design for backend services
  • WebSocket implementation for real-time updates

Data Flow

  1. Data Ingestion

    • Multiple data source connectors
    • Automated data validation
    • Error handling and logging
  2. Data Processing

    • Real-time data transformation
    • Batch processing for historical data
    • Data quality checks
  3. AI/ML Pipeline

    • NLP model for medical queries
    • Anomaly detection algorithms
    • Forecasting models
    • Automated report generation
  4. Frontend Integration

    • React-based component architecture
    • State management with Redux
    • Responsive UI components
    • Real-time update handling

Security Implementation

  1. Authentication

    • JWT-based token system
    • Password hashing with bcrypt
    • Session management
  2. Authorization

    • Role-based access control
    • Permission management
    • Audit logging
  3. Data Protection

    • End-to-end encryption
    • Regular backups
    • Data validation
    • Input sanitization

Performance Optimization

  1. Database

    • Index optimization
    • Query optimization
    • Caching strategy
  2. API

    • Rate limiting
    • Request validation
    • Response compression
    • Error handling
  3. Frontend

    • Code splitting
    • Lazy loading
    • Performance monitoring
    • Resource optimization

Tech Stack

  • Frontend: React, Chart.js/Plotly
  • Backend: Node.js (Express), Python (FastAPI)
  • AI/NLP: OpenAI API, Prophet, scikit-learn
  • Database: MongoDB
  • Authentication: JWT
  • File Handling: Multer

Product Name

C4GT

Organisation Name

C4GT

Tech Skills Needed

Markdown

Mentor(s)

@tanishk2907

Complexity

Beginner

Category

Documentation

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