Course Outline

Introduction to Federated Learning in IoT and Edge Computing

  • Overview of Federated Learning and its applications in IoT
  • Key challenges in integrating Federated Learning with edge computing
  • Benefits of decentralized AI in IoT environments

Federated Learning Techniques for IoT Devices

  • Deploying Federated Learning models on IoT devices
  • Handling non-IID data and limited computational resources
  • Optimizing communication between IoT devices and central servers

Real-Time Decision-Making and Latency Reduction

  • Enhancing real-time processing capabilities in edge environments
  • Techniques for reducing latency in Federated Learning systems
  • Implementing edge AI models for fast and reliable decision-making

Ensuring Data Privacy in Federated IoT Systems

  • Data privacy techniques in decentralized AI models
  • Managing data sharing and collaboration across IoT devices
  • Compliance with data privacy regulations in IoT environments

Case Studies and Practical Applications

  • Successful implementations of Federated Learning in IoT
  • Practical exercises with real-world IoT datasets
  • Exploring future trends in Federated Learning for IoT and edge computing

Summary and Next Steps

Requirements

  • Experience in IoT or edge computing development
  • Basic understanding of AI and machine learning
  • Familiarity with distributed systems and network protocols

Audience

  • IoT engineers
  • Edge computing specialists
  • AI developers
 14 Hours

Delivery Options

Private Group Training

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    • Practical hands-on exercises containing data / scenarios recognisable to the learners
  • Training scheduled on a date of your choice
  • Delivered online, onsite/classroom or hybrid by experts sharing real world experience

Private Group Prices RRP from €4560 online delivery, based on a group of 2 delegates, €1440 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.

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