State of the Art Wearables and Health Monitoring
Smartwatch and wearable data analysis: Apple Health, Fitbit, sensor streams, activity recognition, sleep quality, and real-time health dashboards 2025–2026.
Key Concepts
- Apple Health / Fitbit / Garmin data export and parsing
- Heart rate variability (HRV) and stress biomarkers
- Sleep stage classification with ML (XGBoost, Random Forest)
- On-device activity recognition (WatchHAR, sensor fusion)
- Training load and recovery metrics
- Streaming dashboards with Streamlit/Dash
- Privacy-preserving on-device processing
📺 20 Curated YouTube Videos
▶ Data Analysis with Pandas
freeCodeCamp
▶ Streamlit Dashboards
Programming Is Fun
▶ Matplotlib Visualization
Corey Schafer
▶ ML for Health Data
freeCodeCamp
▶ Statistical Analysis
StatQuest
▶ Signal Processing
freeCodeCamp
▶ Time Series Analysis
freeCodeCamp
▶ FastAPI for APIs
freeCodeCamp
▶ Pandas DataFrames
Keith Galli
▶ Docker Deployment
Rishab in Cloud
▶ MQTT IoT Sensors
Cedalo
▶ Database for Health
Corey Schafer
▶ Data Science Pipeline
Imarticus
▶ Python Projects
Tech With Tim
▶ Data Cleaning
Keith Galli
▶ NumPy SciPy
SciPy
▶ ML Research
Two Minute Papers
▶ ML from Scratch
Patrick Loeber
▶ Python Fundamentals
freeCodeCamp
▶ Async Python
ArjanCodes