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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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- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- 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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