London Leadership Management Innovation llmi.uk
info@llmi.uk
IT Management and Cyber Security · IMCS-035

AI Security: Protecting Machine Learning Systems

5 daysClassroom
14Upcoming dates
10Cities
£2,840Fees from

Course overview

Why Attend

As organisations deploy AI and machine learning, attackers are targeting these systems through data poisoning, model theft, prompt injection and adversarial inputs. AI systems need specific security controls.

This LLMI course explains AI system architectures, AI-specific threats, securing training data and models, protecting large language model applications, AI supply chain risks, monitoring and incident response for AI, and governance frameworks. Participants threat-model an AI application.

The course suits security professionals and AI practitioners.

Course Objectives

Explain AI system components and attack surfaces

Identify AI-specific threats

Protect training data and models

Secure large language model applications

Manage AI supply chain risks

Monitor and govern AI security

Target Audience

Security engineers and architects

AI and data science teams

IT risk managers

Application developers

CISOs

Auditors

Course Methodology

Technical presentations

Threat modelling workshop

Demonstrations

Case studies

Governance discussions

Course outline

Day 1: AI Systems and Risks
  • AI system architecture
  • Attack surfaces
  • AI threat landscape
  • Frameworks
  • Regulation
  • Exercise: AI inventory
Day 2: Attacks on Machine Learning
  • Data poisoning
  • Evasion attacks
  • Model theft
  • Privacy attacks
  • Defences
  • Demonstration: Adversarial example
Day 3: Securing LLM Applications
  • Prompt injection
  • Data leakage
  • Output handling
  • Guardrails
  • Access control
  • Workshop: LLM threat model
Day 4: Supply Chain and Operations
  • Model and data provenance
  • Third-party models
  • Monitoring
  • Incident response
  • Testing
  • Case study: AI security incident
Day 5: Governance
  • AI security policies
  • Risk assessment
  • Roles
  • Metrics
  • Roadmap
  • Capstone: AI security plan

Dates and fees

DatesCityFee
14 - 18 Dec 2026Paris, France£4,500
21 - 25 Dec 2026Barcelona, Spain£3,850
18 - 22 Jan 2027London, United Kingdom£4,200
15 - 19 Feb 2027Frankfurt, Germany£3,250
15 - 19 Mar 2027Geneva, Switzerland£5,250
19 - 23 Apr 2027Istanbul, Turkey£2,850
17 - 21 May 2027Vienna, Austria£4,250
21 - 25 Jun 2027Barcelona, Spain£3,850
19 - 23 Jul 2027Cape Town, South Africa£2,840
16 - 20 Aug 2027Geneva, Switzerland£5,250
20 - 24 Sep 2027Rome, Italy£4,250
18 - 22 Oct 2027Cape Town, South Africa£2,840
15 - 19 Nov 2027Dubai, United Arab Emirates£5,250
20 - 24 Dec 2027London, United Kingdom£4,200
London Leadership Management InnovationRegister at llmi.uk/course/ai-security-protecting-machine-learning-systems