Course Outline

  • Introduction to Edge AI
    • Defining Edge AI and its significance
    • Benefits of deploying AI models at the edge
    • Overview of the AI landscape for edge computing
  • Convolutional Neural Networks (CNN) Architectures for Edge AI
    • Understanding CNN basics and their applicability to Edge AI
    • Design considerations for CNNs on edge devices
    • Case studies: Efficient CNN models in action
  • Designing Compact Networks for Edge Deployment
    • Techniques for reducing model size without sacrificing accuracy
    • Tools and frameworks for model optimization
    • Evaluating trade-offs between performance and complexity
  • Techniques in Knowledge Distillation for Edge AI
    • Principles of knowledge distillation and its benefits
    • Implementing knowledge distillation for edge models
    • Practical examples and success stories
  • Deep Compression Methods for Edge AI Models
    • Overview of model compression techniques (pruning, quantization)
    • Application of compression methods to edge AI scenarios
    • Impact on performance, accuracy, and model deployment
  • Federated Learning Concepts and Applications
    • Introduction to federated learning and its importance for privacy and efficiency
    • Architectural and operational aspects of federated learning systems
    • Challenges and solutions in implementing federated learning at the edge
  • Implementing Edge AI Solutions
    • End-to-end workflow for deploying AI models on edge devices
    • Tools and platforms supporting Edge AI development
    • Monitoring and managing Edge AI applications in production
  • Case Studies and Project Work
    • Analyzing real-world Edge AI deployments across various sectors
    • Group project: Design and implement an Edge AI solution
    • Presentation and critique of project outcomes

Requirements

  • Familiarity with cloud computing and artifical intelligence

Audience

  • Business Analysts
  • Product managers
  • Developers
 35 Hours

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Price per participant

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