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
Essentials of TinyML Workflows
- Introduction to the stages of the TinyML lifecycle
- Attributes of edge hardware
- Strategic considerations for workflow architecture
Data Acquisition and Preprocessing
- Gathering structured and sensor-derived data
- Approaches for data labeling and augmentation
- Preparing datasets for resource-constrained settings
Developing Models for TinyML
- Choosing model architectures appropriate for microcontrollers
- Training processes utilizing standard ML frameworks
- Assessing key model performance metrics
Model Optimization and Compression
- Application of quantization methods
- Strategies for pruning and weight sharing
- Striking a balance between accuracy and resource limitations
Model Transformation and Packaging
- Exporting models to TensorFlow Lite
- Integrating models within embedded toolchains
- Addressing model size and memory constraints
Deployment on Microcontrollers
- Writing models to hardware targets
- Setting up run-time environments
- Conducting real-time inference tests
Monitoring, Testing, and Validation
- Testing methodologies for deployed TinyML systems
- Troubleshooting model behavior on hardware
- Validating performance under field conditions
Integrating the Complete End-to-End Workflow
- Constructing automated processes
- Version controlling data, models, and firmware
- Overseeing updates and iterative improvements
Wrap-up and Future Directions
Requirements
- A solid grasp of machine learning fundamentals
- Proficiency in embedded programming
- Knowledge of Python-based data processing workflows
Target Audience
- AI Engineers
- Software Developers
- Embedded Systems Specialists
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
