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Course Outline

Foundations of TinyML and IoT

  • Defining TinyML and its significance
  • Advantages of TinyML in IoT implementations
  • Contrasting TinyML with conventional cloud-based AI
  • Surveying key tools: TensorFlow Lite and Edge Impulse

Preparing the TinyML Development Environment

  • Installation and configuration of the Arduino IDE
  • Configuring Edge Impulse for model development
  • Exploring microcontrollers relevant to IoT (ESP32, Arduino, Raspberry Pi Pico)
  • Connecting and verifying hardware components

Creating Machine Learning Models for IoT

  • Gathering and preparing IoT sensor data
  • Constructing and training lightweight ML models
  • Converting models into the TensorFlow Lite format
  • Adapting models to meet memory and power constraints

Rolling Out AI Models on IoT Devices

  • Flash and execute ML models on microcontrollers
  • Assessing model accuracy in real-world IoT settings
  • Troubleshooting and enhancing TinyML deployments

Applying TinyML to Predictive Maintenance

  • Leveraging ML for monitoring equipment health
  • Techniques for sensor-based anomaly detection
  • Deploying predictive maintenance solutions on IoT hardware

Smart Sensors and Edge AI in IoT

  • Integrating TinyML capabilities into IoT sensors
  • Performing real-time event detection and classification
  • Exploring use cases: environmental monitoring, smart agriculture, and industrial IoT

Security and Optimization in IoT TinyML

  • Addressing data privacy and security in edge AI contexts
  • Strategies for minimizing power draw
  • Reviewing future trends and innovations in IoT TinyML

Wrap-Up and Future Directions

Requirements

  • Practical experience in IoT or embedded systems development
  • Proficiency in Python or C/C++ programming
  • A foundational understanding of machine learning principles
  • Familiarity with microcontroller hardware and associated peripherals

Target Audience

  • IoT developers
  • Embedded systems engineers
  • AI practitioners
 21 Hours

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