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
Core Principles of TinyML Pipelines
- Summary of the TinyML process stages
- Attributes of edge hardware
- Key considerations for pipeline architecture
Data Acquisition and Preparation
- Gathering structured and sensor data
- Strategies for labelling and augmenting data
- Preparing datasets for resource-limited environments
TinyML Model Construction
- Choosing model architectures suited to microcontrollers
- Training procedures using standard ML frameworks
- Assessing model performance metrics
Model Refinement and Compression
- Quantisation methods
- Pruning and weight sharing techniques
- Optimising the balance between accuracy and resource limitations
Model Transformation and Packaging
- Exporting models to TensorFlow Lite
- Incorporating models into embedded toolchains
- Managing model size and memory restrictions
Implementation on Microcontrollers
- Installing models onto hardware targets
- Setting up run-time environments
- Testing real-time inference
Monitoring, Testing, and Validation
- Testing approaches for deployed TinyML systems
- Troubleshooting model behaviour on hardware
- Validating performance under field conditions
Integrating the Complete End-to-End Pipeline
- Creating automated workflows
- Version control for data, models, and firmware
- Managing updates and iterations
Conclusion and Next Steps
Requirements
- A solid grasp of core machine learning concepts
- Practical experience in embedded programming
- Proficiency in Python-based data 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 3900 € + VAT*
Contact us for an exact quote and to hear our latest promotions
