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Course Outline
Introduction to Edge and Agentic AI
- Overview of agentic AI and edge computing principles
- Considerations for latency, privacy, and bandwidth
- Architectural comparison between cloud and edge agents
Designing Lightweight Agent Architectures
- Structuring the agent loop for constrained systems
- Asynchronous design strategies for efficient computation
- Balancing system autonomy with connectivity
Setting Up the Development Environment
- Installing Python frameworks for edge AI applications
- Configuring TensorFlow Lite and PyTorch Mobile
- Deploying test environments on Raspberry Pi or comparable devices
Implementing On-Device Inference
- Converting and quantizing models for edge deployment
- Executing inference with TensorFlow Lite and ONNX Runtime
- Integrating inference results into agent decision loops
Integrating Agents with Hardware and IoT
- Connecting sensors, actuators, and IoT modules
- Establishing local data collection and processing pipelines
- Managing offline operation and event-triggered behaviors
Optimization and Monitoring
- Performance tuning for low power consumption and high speed
- Techniques for edge caching and model compression
- Monitoring and debugging edge agent performance
Hands-on Project: Deploying a Lightweight Agent on Edge Hardware
- Designing a small autonomous agent for an IoT or robotics task
- Implementing model inference and local logic
- Testing and optimizing for latency and reliability
Summary and Next Steps
Requirements
- Proficiency in Python programming
- Foundational understanding of machine learning workflows
- Familiarity with embedded or edge computing concepts
Target Audience
- Embedded developers integrating AI capabilities into hardware systems
- Edge ML engineers developing on-device inference solutions
- Robotics teams deploying agentic AI for autonomous operations
21 Hours
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*
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