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Starts 6 June 2025 21:02

Ends 6 June 2025

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MicroCam - A Low-Power and Privacy Preserving Multi-modal Sensor Platform for Occupancy Detection

Discover how MicroCam's innovative multi-modal sensor platform uses AI and IoT technology to detect residential occupancy, enabling energy-efficient HVAC control while maintaining privacy and operating on battery power.
EDGE AI FOUNDATION via YouTube

EDGE AI FOUNDATION

2484 Courses


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Overview

Discover how MicroCam's innovative multi-modal sensor platform uses AI and IoT technology to detect residential occupancy, enabling energy-efficient HVAC control while maintaining privacy and operating on battery power.

Syllabus

  • Introduction to MicroCam
  • Overview of MicroCam's platform
    Importance of occupancy detection in smart homes
  • Fundamentals of Multi-modal Sensors
  • Types of sensors used in MicroCam
    Sensor data fusion for accurate detection
  • AI Techniques for Occupancy Detection
  • Machine learning algorithms for sensor data analysis
    Use of neural networks in MicroCam
  • IoT Integration and Communication
  • Connectivity protocols for IoT devices
    Data transmission and synchronization in low-power environments
  • Energy-Efficient HVAC Control
  • Strategies for linking occupancy detection with HVAC systems
    Case studies on energy savings and efficiency
  • Privacy Preservation in Occupancy Detection
  • Data anonymization methods
    Ethical considerations and compliance with privacy standards
  • Battery Power Optimization
  • Power management techniques for sensor platforms
    Battery life extension strategies
  • Practical Implementation
  • Setting up a MicroCam system
    Hands-on project: Building a simple occupancy detection prototype
  • Case Studies and Applications
  • Real-world deployment examples
    Future trends and innovations in smart home technologies
  • Summary and Key Takeaways
  • Recap of course content
    Discussion on the future of AI and sensor platform integration in smart homes

Subjects

Programming