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AI Cybersecurity Solutions: Overview of Applied AI Security (Udemy.com)

Learn to identify, analyze, and mitigate GenAI threats using modern security playbooks

Created by: Andrii Piatakha

Last updated February 2026

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What you will 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

How it compares

Against the other 523 rated Udemy courses in Hacking on CourseDuck:

  • Rating4.7 out of 5higher than 85% of them
  • Reviews322#340 of 524 by number of reviews
  • Length8.1 hourslonger than 65% of them
  • Last updatedFebruary 2026more recently than 63% of them

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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.

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Instructor Details

Andrii Piatakha

Andrii Piatakha is a highly experienced educator, entrepreneur, project manager and software engineer with over 10 years of teaching experience and a proven track record of empowering students worldwide to achieve their goals in IT. As the Founder and CEO of IT-Bulls, Andrii has dedicated his career to promoting engineering excellence and shaping the next generation of IT professionals.


=== What Sets Andrii Apart? ===

Unparalleled Expertise
Andrii's career spans over a decade, during which he has mentored thousands of students and professionals. His hands-on experience as a software engineer and business leader allows him to deliver courses that are both practical and impactful. Andrii specializes in teaching Java, software architecture, cybersecurity, project management, web and application development, and more.

Transformative Education
Through his highly popular course “Java from Zero to First Job”, Andrii has helped countless individuals with no prior programming experience secure their first jobs in IT. This course is renowned for its structured approach, real-world projects, and ability to prepare students for success in the shortest possible time.

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Reviews

4.7

322 ratings on Udemy

Select a bar to show only those reviews.Select the bar again to show every rating.

By Yogesh Sah on 9/19/2026

Training was good

By Zahra on 3/24/2026

easy to understand and provided comfortable environment for learning

By Mary Fettes on 3/6/2026

Very informative and indepth

By Christopher Enebeli on 2/24/2026

Very beautifully presented and easy to comprehend, Thank you.

By Olufemi Adebayo on 2/18/2026

Great Lecture with practicing bot. I am thrilled.

By Sonia Chadwick on 2/12/2026

Great information about the free IT Bot for AI Learning Assistant.

By Pierre G. on 1/21/2026

This course was very helpful

By Arron Pyara on 1/17/2026

very informative and in-depth

By Hemant S on 1/7/2026

So far so good. I really like the idea of a training bot.

By Alima Rahman on 12/21/2025

This course was very helpful.

Showing all 10 reviews on CourseDuck

Read all 322 reviews on Udemy

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Quality Score

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Overall Score : 94 / 100