HealthPulse
Health & Fitness Tracker
About the Project
HealthPulse is a comprehensive health tracking platform that connects with popular wearable devices to provide holistic health insights. From step counting to sleep analysis, heart rate monitoring to workout tracking, it provides a complete picture of user wellness.
The AI recommendation engine learns from user data to provide personalized suggestions for improving sleep quality, increasing activity levels, and achieving fitness goals. Integration with health professionals allows for secure sharing of health metrics.
Challenges & Solutions
Challenge
Integrating with multiple wearable device APIs
Solution
Created a plugin architecture for easy wearable integration
Challenge
Building accurate ML models for health predictions
Solution
Trained custom ML models using TensorFlow Lite for on-device inference
Challenge
Ensuring HIPAA compliance for health data
Solution
Implemented end-to-end encryption and audit logging for compliance