Smart Health & Fitness Analytics Engine

A modular, production-ready backend engine designed to process real-time biometric telemetry data from wearable devices. The framework handles multi-source biometric streaming, cleans noisy biometric sensor data, and provides predictive cardiovascular calculations.

System Architecture & Workspace Design

The engine follows a strict decoupled, Object-Oriented software pattern. Calculations and digital signal filters are separated from the data-orchestration pipeline layer.

FITNESS-ANALYTICS-ENGINE/
│
├── src/
│   ├── __init__.py           # Package indicator file (Blank)
│   ├── biometric_filter.py   # Low-pass filter algorithm for streaming telemetry
│   ├── calorie_planner.py    # Metabolic energy balance solver
│   └── performance_solver.py # Predictive cardiovascular analysis module
│
├── main.py                   # Orchestration engine layer
└── README.md                 # System documentation