Get in Touch

Course Outline

Introduction to Edge AI

  • Definition and key concepts
  • Distinctions between Edge AI and Cloud AI
  • Advantages and challenges of Edge AI
  • Survey of Edge AI applications

Edge AI Architecture

  • Components of Edge AI systems
  • Hardware and software prerequisites
  • Data flow within Edge AI applications
  • Integration with existing IT infrastructure

Setting Up the Edge AI Environment

  • Overview of Edge AI platforms (e.g., Raspberry Pi, NVIDIA Jetson)
  • Installation of essential software and libraries
  • Configuring the development environment
  • Initial setup of the Edge AI environment

Developing Edge AI Models

  • Overview of machine learning and deep learning models
  • Training models for edge deployment
  • Techniques for model optimization
  • Tools and frameworks for Edge AI development

Deploying Edge AI Applications

  • Procedures for deploying models on edge devices
  • Monitoring and managing deployed models
  • Real-time data processing and inference
  • Case studies and illustrative examples

Use Cases and Applications

  • Industry-specific applications of Edge AI
  • Case studies in healthcare, automotive, and smart homes
  • Success stories and lessons learned
  • Future trends and opportunities in Edge AI

Ethical Considerations and Best Practices

  • Ensuring privacy and security in Edge AI
  • Addressing bias and fairness
  • Compliance with regulations and standards
  • Best practices for responsible AI deployment

Hands-On Projects and Exercises

  • Developing a simple Edge AI application
  • Real-world projects and scenarios
  • Collaborative group exercises
  • Project presentations and feedback

Summary and Next Steps

Requirements

  • A foundational understanding of AI and machine learning principles
  • Practical experience with programming languages (Python is recommended)
  • Familiarity with standard computing concepts

Target Audience

  • Software developers
  • IT professionals
 14 Hours

Number of participants


Price per participant

Testimonials (1)

Upcoming Courses

Related Categories