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Course Outline
Introduction to Secure and Ethical AI
- Overview of AI security and ethics
- Common threats and vulnerabilities in AI systems
- Regulatory landscape and compliance frameworks
Security Threats in AI Agents
- Data poisoning and model manipulation
- Adversarial attacks on AI models
- Mitigation strategies for AI security threats
Building Robust and Secure AI Models
- Secure AI development lifecycle
- Defensive machine learning techniques
- AI model validation and testing
Ethical AI Development and Fairness
- Bias detection and mitigation in AI models
- Explainability and transparency in AI decisions
- Ensuring responsible AI deployment
AI Governance, Compliance, and Risk Management
- Compliance with GDPR, CCPA, and AI Act
- Risk management frameworks for AI security
- Auditing AI models for security and ethical concerns
Secure AI Deployment Best Practices
- Deploying AI agents with security in mind
- Monitoring AI models for anomalies and vulnerabilities
- AI security incident response and mitigation
Case Studies and Real-World Applications
- Case studies of AI security breaches and lessons learned
- Implementing secure AI agents in real-world scenarios
- Best practices for future-proofing AI security
Summary and Next Steps
Requirements
- Understanding of AI and machine learning concepts
- Experience with Python and AI frameworks
- Basic knowledge of cybersecurity principles
Audience
- AI developers
- Security specialists
- Compliance officers
14 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- 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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