Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
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.
Price per private group, online live training, starting from 4350 € + VAT*
Contact us for an exact quote and to hear our latest promotions
Testimonials (1)
The exercises