AI Cybersecurity: Attack and Defend

Duration: 3 days
Labs: Yes
Language: English
Level: Intermediate

This course explores the intersection of AI and cybersecurity, starting with a foundational understanding of AI technologies such as machine learning, deep learning, and natural language processing, as well as their applications in various industries. The content delves into mitigating risks associated with AI adoption, including risk management and ethical considerations, and identifying vulnerabilities in AI systems.

The importance of integrating AI into security operations is covered through the use of AI for intrusion detection, threat intelligence, and automated incident response, as well as AI’s potential for transforming hacking techniques while highlighting AI-powered attacks and tools. The Course also emphasizes the need for aligning AI with common security frameworks and regulatory compliance, as well as exploring future trends such as federated learning, AI-powered cyber deception, quantum computing for AI, explainable AI, and AI-driven security automation.

AI Cybersecurity Training Delivery Methods

In-Person
Online
Upskill your whole team by bringing Private Team Training to your facility.

AI Cybersecurity Training Information

In this course, you will:

• Understand AI Foundations and Applications in Security.
• Assess Risks and Ethical Considerations in AI Adoption.
• Analyze AI Vulnerabilities and Attack Vectors.
• Leverage AI for Offensive and Defensive Cyber Operations.
• Enhance Security Operations with AI.
• Navigate AI Security Frameworks and Emerging Technologies.

Training Prerequisites

Attendees should have foundational knowledge in networking and cybersecurity.

AI Cybersecurity Training Outline

Learning Objectives

Chapter 1: Architecture and Operation of AI

Evolution of AI technology
Applying AI in Security
Machine Learning
Deep Neural Networks
CNN, RNN, RvNN, Transformers
NLP, LLM
Generative AI
LAB: Investigating Discriminative and Generative AI

Chapter 2: Risk in Adopting AI Solutions

Risk in Security
Risks of AI Implementations
Ethical Considerations
Risks With GenAI
Protecting From GenAI aided attacks
Mitigating AI Risks
LAB: Protecting Sensitive Data With DLP
LAB: Conducting an AI Risk Assessment

Chapter 3: Hacking AI Vulnerabilities

AI Algorithms, Data Sets, Models
OWASP AI Security Risks
Prompt Engineering
AI vulnerabilities
Attacks Against Classifiers
NIST Adversarial ML Taxonomy
Adversarial ML Threat Matrix
AI Red Teaming
LAB: Penetration Testing an AI System

Chapter 4: Exploiting AI to Hack Systems

Using AI to Hack
GenAISocial Engineering
Deepfakes
AI infused Hacking
Long Con AI
LAB: Enhance Hacking With GenAI

Chapter 5: Improving Security Operations with AI

SecOps
AI-Based Security Processes
IT Operations and Cloud AI
GenAIRed Teaming
AI Security Tools
Google AI SecOps
Cybersecurity Copilot
LAB: Defend Security With AI

Chapter 6: Common AI Security Frameworks

Regulatory Compliance for AI
NIST AI Risk Management Framework
OWASP Security & Governance Checklist
Responsible AI
Google Secure AI Framework
Federated Learning
Zero Trust Generative AI
GenAI Governance Framework

Select Commercial or Government Pricing

$2,885

3-Day Instructor-Led Training
Developed by a Learning Tree Subject Matter Expert
After-Course Instructor Coaching Included
Available for Private Team Training

Would you like to take this course as a team?

Guaranteed to Run - You can rest assured this class will not be canceled. Delivery format is subject to change – please call Customer Service if you have any questions.
Feb 25 - 27 9:00 AM - 4:30 PM EST

Virtual
Mar 11 - 13 10:00 AM - 5:30 PM EDT

Austin or Virtual
Guaranteed to Run - You can rest assured this class will not be canceled. Delivery format is subject to change – please call Customer Service if you have any questions.
Mar 31 - Apr 2 9:00 AM - 4:30 PM EDT

Ottawa or Virtual
Apr 15 - 17 9:00 AM - 4:30 PM EDT

New York or Virtual
May 6 - 8 12:00 PM - 7:30 PM EDT

Bellevue, WA or Virtual
May 13 - 15 9:00 AM - 4:30 PM EDT

New York or Virtual
Jun 10 - 12 11:00 AM - 6:30 PM EDT

Aurora, CO or Virtual
Jun 16 - 18 9:00 AM - 4:30 PM EDT

Toronto or Virtual
Jul 22 - 24 9:00 AM - 4:30 PM EDT

Herndon, VA or Virtual
Aug 5 - 7 10:00 AM - 5:30 PM EDT

Austin or Virtual
Aug 26 - 28 9:00 AM - 4:30 PM EDT

Ottawa or Virtual
Sep 9 - 11 9:00 AM - 4:30 PM EDT

New York or Virtual
Oct 21 - 23 12:00 PM - 7:30 PM EDT

San Francisco or Virtual
Nov 4 - 6 9:00 AM - 4:30 PM EST

Toronto or Virtual
Nov 23 - 25 11:00 AM - 6:30 PM EST

Aurora, CO or Virtual
Dec 9 - 11 9:00 AM - 4:30 PM EST

Herndon, VA or Virtual
Dec 16 - 18 10:00 AM - 5:30 PM EST

Austin or Virtual
Jan 20 - 22 9:00 AM - 4:30 PM EST

Ottawa or Virtual
Feb 3 - 5 9:00 AM - 4:30 PM EST

New York or Virtual

Scroll to view additional course dates

$2,539

3-Day Instructor-Led Training
Developed by a Learning Tree Subject Matter Expert
After-Course Instructor Coaching Included
Available for Private Team Training

Would you like to take this course as a team?

Guaranteed to Run - You can rest assured this class will not be canceled. Delivery format is subject to change – please call Customer Service if you have any questions.
Feb 25 - 27 9:00 AM - 4:30 PM EST

Virtual
Mar 11 - 13 10:00 AM - 5:30 PM EDT

Austin or Virtual
Guaranteed to Run - You can rest assured this class will not be canceled. Delivery format is subject to change – please call Customer Service if you have any questions.
Mar 31 - Apr 2 9:00 AM - 4:30 PM EDT

Ottawa or Virtual
Apr 15 - 17 9:00 AM - 4:30 PM EDT

New York or Virtual
May 6 - 8 12:00 PM - 7:30 PM EDT

Bellevue, WA or Virtual
May 13 - 15 9:00 AM - 4:30 PM EDT

New York or Virtual
Jun 10 - 12 11:00 AM - 6:30 PM EDT

Aurora, CO or Virtual
Jun 16 - 18 9:00 AM - 4:30 PM EDT

Toronto or Virtual
Jul 22 - 24 9:00 AM - 4:30 PM EDT

Herndon, VA or Virtual
Aug 5 - 7 10:00 AM - 5:30 PM EDT

Austin or Virtual
Aug 26 - 28 9:00 AM - 4:30 PM EDT

Ottawa or Virtual
Sep 9 - 11 9:00 AM - 4:30 PM EDT

New York or Virtual
Oct 21 - 23 12:00 PM - 7:30 PM EDT

San Francisco or Virtual
Nov 4 - 6 9:00 AM - 4:30 PM EST

Toronto or Virtual
Nov 23 - 25 11:00 AM - 6:30 PM EST

Aurora, CO or Virtual
Dec 9 - 11 9:00 AM - 4:30 PM EST

Herndon, VA or Virtual
Dec 16 - 18 10:00 AM - 5:30 PM EST

Austin or Virtual
Jan 20 - 22 9:00 AM - 4:30 PM EST

Ottawa or Virtual
Feb 3 - 5 9:00 AM - 4:30 PM EST

New York or Virtual

Scroll to view additional course dates

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