- Advanced understanding of AI and machine learning concepts
- Experience with cybersecurity principles and encryption techniques
- Familiarity with IoT and Edge computing environments
Audience
- Cybersecurity professionals
- AI engineers
- IoT developers
Edge AI security is crucial for protecting AI-driven applications running on decentralized edge devices from cyber threats and vulnerabilities.
This instructor-led, live training (online or onsite) is aimed at advanced-level cybersecurity professionals, AI engineers, and IoT developers who wish to implement robust security measures and resilience strategies for Edge AI systems.
By the end of this training, participants will be able to:
- Understand security risks and vulnerabilities in Edge AI deployments.
- Implement encryption and authentication techniques for data protection.
- Design resilient Edge AI architectures that can withstand cyber threats.
- Apply secure AI model deployment strategies in edge environments.
Format of the Course
- Interactive lecture and discussion.
- Lots of exercises and practice.
- Hands-on implementation in a live-lab environment.
Course Customization Options
- To request a customized training for this course, please contact us to arrange.
Introduction to Edge AI Security
- Overview of Edge AI security challenges
- Threat landscape: cyberattacks on edge devices
- Regulatory compliance and security frameworks
Encryption and Authentication for Edge AI
- Data encryption techniques for secure AI models
- Hardware-based security: TPM and secure enclaves
- Implementing strong authentication and access control
Secure AI Model Deployment and Protection
- Preventing adversarial attacks on AI models
- Techniques for model obfuscation and protection
- Ensuring model integrity and trustworthiness
Resilience Strategies for Edge AI Systems
- Designing fault-tolerant Edge AI architectures
- AI-driven anomaly detection for security breaches
- Automated threat response mechanisms
Secure Edge-to-Cloud Communication
- Implementing secure communication protocols
- Data privacy and federated learning in Edge AI
- Ensuring compliance with industry security standards
Future Trends and Best Practices in Edge AI Security
- AI-powered cybersecurity for edge computing
- Emerging threats and evolving security strategies
- Ethical considerations in AI security
Summary and Next Steps
United Arab Emirates - Building Secure and Resilient Edge AI Systems
Qatar - Building Secure and Resilient Edge AI Systems
Egypt - Building Secure and Resilient Edge AI Systems
Saudi Arabia - Building Secure and Resilient Edge AI Systems
South Africa - Building Secure and Resilient Edge AI Systems
Brasil - Building Secure and Resilient Edge AI Systems
Canada - Building Secure and Resilient Edge AI Systems
中国 - Building Secure and Resilient Edge AI Systems
香港 - Building Secure and Resilient Edge AI Systems
澳門 - Building Secure and Resilient Edge AI Systems
台灣 - Building Secure and Resilient Edge AI Systems
USA - Building Secure and Resilient Edge AI Systems
Österreich - Building Secure and Resilient Edge AI Systems
Schweiz - Building Secure and Resilient Edge AI Systems
Deutschland - Building Secure and Resilient Edge AI Systems
Czech Republic - Building Secure and Resilient Edge AI Systems
Denmark - Building Secure and Resilient Edge AI Systems
Estonia - Building Secure and Resilient Edge AI Systems
Finland - Building Secure and Resilient Edge AI Systems
Greece - Building Secure and Resilient Edge AI Systems
Magyarország - Building Secure and Resilient Edge AI Systems
Ireland - Building Secure and Resilient Edge AI Systems
Luxembourg - Building Secure and Resilient Edge AI Systems
Latvia - Building Secure and Resilient Edge AI Systems
España - Building Secure and Resilient Edge AI Systems
Italia - Building Secure and Resilient Edge AI Systems
Lithuania - Building Secure and Resilient Edge AI Systems
Nederland - Building Secure and Resilient Edge AI Systems
Norway - Building Secure and Resilient Edge AI Systems
Portugal - Building Secure and Resilient Edge AI Systems
România - Building Secure and Resilient Edge AI Systems
Sverige - Building Secure and Resilient Edge AI Systems
Türkiye - Building Secure and Resilient Edge AI Systems
Malta - Building Secure and Resilient Edge AI Systems
Belgique - Building Secure and Resilient Edge AI Systems
France - Building Secure and Resilient Edge AI Systems
日本 - Building Secure and Resilient Edge AI Systems
Australia - Building Secure and Resilient Edge AI Systems
Malaysia - Building Secure and Resilient Edge AI Systems
New Zealand - Building Secure and Resilient Edge AI Systems
Philippines - Building Secure and Resilient Edge AI Systems
Singapore - Building Secure and Resilient Edge AI Systems
Thailand - Building Secure and Resilient Edge AI Systems
Vietnam - Building Secure and Resilient Edge AI Systems
India - Building Secure and Resilient Edge AI Systems
Argentina - Building Secure and Resilient Edge AI Systems
Chile - Building Secure and Resilient Edge AI Systems
Costa Rica - Building Secure and Resilient Edge AI Systems
Ecuador - Building Secure and Resilient Edge AI Systems
Guatemala - Building Secure and Resilient Edge AI Systems
Colombia - Building Secure and Resilient Edge AI Systems
México - Building Secure and Resilient Edge AI Systems
Panama - Building Secure and Resilient Edge AI Systems
Peru - Building Secure and Resilient Edge AI Systems
Uruguay - Building Secure and Resilient Edge AI Systems
Venezuela - Building Secure and Resilient Edge AI Systems
Polska - Building Secure and Resilient Edge AI Systems
United Kingdom - Building Secure and Resilient Edge AI Systems
South Korea - Building Secure and Resilient Edge AI Systems
Pakistan - Building Secure and Resilient Edge AI Systems
Sri Lanka - Building Secure and Resilient Edge AI Systems
Bulgaria - Building Secure and Resilient Edge AI Systems
Bolivia - Building Secure and Resilient Edge AI Systems
Indonesia - Building Secure and Resilient Edge AI Systems
Kazakhstan - Building Secure and Resilient Edge AI Systems
Moldova - Building Secure and Resilient Edge AI Systems
Morocco - Building Secure and Resilient Edge AI Systems
Tunisia - Building Secure and Resilient Edge AI Systems
Kuwait - Building Secure and Resilient Edge AI Systems
Oman - Building Secure and Resilient Edge AI Systems
Slovakia - Building Secure and Resilient Edge AI Systems
Kenya - Building Secure and Resilient Edge AI Systems
Nigeria - Building Secure and Resilient Edge AI Systems
Botswana - Building Secure and Resilient Edge AI Systems
Slovenia - Building Secure and Resilient Edge AI Systems
Croatia - Building Secure and Resilient Edge AI Systems
Serbia - Building Secure and Resilient Edge AI Systems
Bhutan - Building Secure and Resilient Edge AI Systems