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AI Cybersecurity Solutions: Overview of Applied AI Security

4.70
7,707 students
8h 3m
Updated Feb 2026

What you'll learn

Understand the full GenAI threat landscape and how modern attacks target LLMs and RAG systems
Apply the AI Security Reference Architecture to design secure AI applications
Perform threat modeling for GenAI systems and map risks to concrete mitigations
Implement AI firewalls, filtering rules, and runtime protection controls
Build a secure AI SDLC with dataset security, evals, and red-teaming practices
Configure identity, access, and permission models for AI tools and endpoints
Apply data governance techniques for RAG pipelines, embeddings, and connectors
Use SPM platforms to monitor drift, violations, and AI asset inventory
Deploy observability and evaluation tooling to track model behavior and quality
Assemble an end-to-end AI security control stack and build a 30/60/90 day roadmap

Course Description

AI security is no longer optional. Modern LLMs, RAG pipelines, agents, vector databases, and AI powered tools introduce entirely new attack surfaces that traditional cybersecurity does not cover. Organizations face prompt injection, data leakage, model exploitation, unsafe tool calls, drift, misconfiguration, and unreliable governance.

This course gives you a complete, practical, architecture driven guide to securing real GenAI systems end to end. No fluff, no theory for theory’s sake. Only actionable engineering practices, proven controls, and real world templates.


What this course delivers

A full AI security blueprint, including:

  • AI Security Reference Architecture for model, prompt, data, tools, and monitoring layers

  • The complete GenAI threat landscape and how attacks actually work

  • AI firewalls, runtime guardrails, policy engines, and safe tool execution

  • AI SDLC workflows: dataset security, red teaming, evals, versioning

  • RAG data governance: ACLs, filtering, encryption, secure embeddings

  • Access control and identity for AI endpoints and tool integrations

  • AI SPM: asset inventory, drift detection, policy violations, risk scoring

  • Observability and evaluation pipelines for behavior, quality, and safety


What you gain

You get practical, ready to use artifacts, including:

  • Reference architectures

  • Threat modeling worksheets

  • Security and governance templates

  • RAG and AI SDLC checklists

  • Firewall evaluation matrix

  • End to end security control stack

  • A 30, 60, 90 day implementation roadmap


Why this course stands out

  • Focused entirely on real engineering and real security controls

  • Covers the full AI stack, not just prompts or firewalls

  • Gives you tools used by enterprises adopting GenAI today

  • Helps you build expertise that is rare, in demand, and highly valued

If you want a structured, practical, and complete guide to securing LLMs and RAG systems, this course gives you everything you need to design defenses, implement controls, and operate AI safely in production. This is the roadmap professionals use when they need to secure real AI systems the right way.

Requirements

  • Intro level understanding of how modern applications or cloud systems work
  • Optional familiarity with machine learning or LLM based tools
  • Some exposure to security fundamentals is useful but not mandatory
  • Comfort with technical documentation and architectural schematics
  • No background in AI security or specialized tooling required
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AI Cybersecurity Solutions: Overview of Applied AI Security

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Course Details

  • Level All Levels
  • Lectures 27
  • Duration 8h 3m