TinyML in Healthcare: AI on Wearable Devices Training Course

Foundations of TinyML in Healthcare for Government

• Characteristics of TinyML Systems for Government Use
• Healthcare-Specific Constraints and Requirements for Government Applications
• Overview of Wearable AI Architectures for Government

Biosignal Acquisition and Preprocessing for Government

• Working with Physiological Sensors in a Government Context
• Noise Reduction and Filtering Techniques for Government Use
• Feature Extraction for Medical Time-Series Data for Government Applications

Developing TinyML Models for Wearables for Government

• Selecting Algorithms for Physiological Data in a Government Setting
• Training Models for Constrained Environments in Government Operations
• Evaluating Performance on Health Datasets for Government Use

Deploying Models on Wearable Devices for Government

• Using TensorFlow Lite Micro for On-Device Inference in a Government Context
• Integrating AI Models in Medical Wearables for Government Applications
• Testing and Validation on Embedded Hardware for Government Use

Power and Memory Optimization for Government

• Techniques for Reducing Computational Load in a Government Setting
• Optimizing Data Flow and Memory Usage for Government Applications
• Balancing Accuracy and Efficiency for Government Use

Safety, Reliability, and Compliance for Government

• Regulatory Considerations for AI-Enabled Wearables in a Government Context
• Ensuring Robustness and Clinical Usability for Government Applications
• Fail-Safe Mechanisms and Error Handling for Government Use

Case Studies and Healthcare Applications for Government

• Wearable Cardiac Monitoring Systems for Government Use
• Activity Recognition in Rehabilitation for Government Applications
• Continuous Glucose and Biometric Tracking for Government Use

Future Directions in Medical TinyML for Government

• Multi-Sensor Fusion Approaches for Government Applications
• Personalized Health Analytics for Government Use
• Next-Generation Low-Power AI Chips for Government Operations

Summary and Next Steps for Government