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 Duration 21 hours

Course Outline

Introduction to TinyML

  • Exploring the constraints and potential of TinyML
  • Overview of prevalent microcontroller platforms
  • Comparison of Raspberry Pi, Arduino, and alternative boards

Hardware Preparation and Configuration

  • Setting up Raspberry Pi OS
  • Configuring Arduino development boards
  • Integration of sensors and peripheral devices

Data Acquisition Methods

  • Capturing high-quality sensor data
  • Processing audio, motion, and environmental inputs
  • Constructing labeled datasets for training

Model Development for Edge Computing

  • Choosing appropriate model architectures
  • Training TinyML models using TensorFlow Lite
  • Assessing performance metrics for embedded scenarios

Model Optimization and Transformation

  • Applying quantization techniques
  • Adapting models for microcontroller compatibility
  • Optimizing memory usage and computational efficiency

Deployment on Raspberry Pi

  • Executing TensorFlow Lite inference tasks
  • Incorporating model outputs into functional applications
  • Diagnosing and resolving performance bottlenecks

Deployment on Arduino

  • Leveraging the Arduino TensorFlow Lite Micro library
  • Transferring models to microcontroller memory
  • Validating accuracy and runtime behavior

Creating Comprehensive TinyML Solutions

  • Architecting complete embedded AI workflows
  • Building interactive, practical prototypes
  • Testing and iterating on project performance

Wrap-up and Future Directions

Requirements

  • Fundamental understanding of programming principles
  • Prior experience working with microcontrollers
  • Proficiency in Python or C/C++

Target Audience

  • Makers
  • Hobbyists
  • Embedded AI Developers

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 4350 € + VAT*

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