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Security & Privacy in AI Systems

For engineers building secure and privacy-respecting AI systems

Half-day workshopWorkshop
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Program Overview

What This Program Covers

AI systems introduce new attack surfaces and privacy risks that traditional security engineering was not designed to address. This program teaches engineers the security and privacy patterns specific to AI systems — from prompt injection defense to training data privacy to secure AI deployment architecture.

What You'll Learn

  1. 1Identify and defend against prompt injection attacks
  2. 2Implement input validation and output sanitization for AI systems
  3. 3Apply data privacy principles to AI training and inference
  4. 4Design secure AI deployment architectures
  5. 5Conduct threat modeling for AI-powered applications
  6. 6Implement access controls for AI systems and their data
  7. 7Understand regulatory requirements for AI privacy (GDPR, CCPA, EU AI Act)

Outline

Program Snapshot

Module 1 — AI Attack Surfaces

  • ›Prompt injection — types and defenses
  • ›Model extraction and inversion attacks
  • ›Data poisoning fundamentals
  • ›Hands-on: attack and defend a prompt

Module 2 — Secure AI Development

  • ›Input validation for AI systems
  • ›Output sanitization patterns
  • ›Secure system prompt design
  • ›Hands-on: harden an AI application

Module 3 — Privacy Engineering for AI

  • ›Training data privacy requirements
  • ›Inference-time data minimization
  • ›PII detection and redaction
  • ›Hands-on: implement privacy controls

Module 4 — Compliance and Deployment

  • ›GDPR, CCPA, and EU AI Act implications
  • ›Secure AI deployment architecture
  • ›Audit logging for AI systems
  • ›Building an AI security practice

Who This Is For

  • Security engineers working on AI systems
  • Software engineers building AI features
  • Platform engineers deploying AI workloads
  • Engineering leads responsible for AI security

Prerequisites

  • Basic security engineering familiarity
  • Experience building software professionally
  • No prior AI security experience required

Bring This Program to Your Team

Every bILTup program is fully customized to your team's tech stack, goals, and timeline. Tell us about your team and we'll design something built specifically for you.

Request This Program