Collection

AI Security Lifecycle

Collection

This collection provides insight into every stage of the AI Security Lifecycle, from planning and data preparation to deployment, monitoring, and governance—equipping them with the frameworks, tools, and best practices necessary to safeguard AI models and data in enterprise environments.

Path Releasing Q2 2025
Full access included with 
Insider Pro
 and 
Teams

29

H

50

M
Time

Intermediate

i
Designed for learners with a solid grasp of foundational IT and cybersecurity concepts who are interested in pursuing an entry-level security role.
Experience Level

164

XP

2

i

Earn qualifying credits for certification renewal with completion certificates provided for submission.
CEU's

25720

Enrollees

Learners at 96% of Fortune 1000 companies trust Cybrary

About this Collection

This collection provides insight into every stage of the AI Security Lifecycle, from planning and data preparation to deployment, monitoring, and governance—equipping them with the frameworks, tools, and best practices necessary to safeguard AI models and data in enterprise environments.

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Skills you'll gain

Collection Outline

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Start Learning for Free
1

Learn

Learn core concepts and get hands-on with key skills.

COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
AI Security Lifecycle - Overview
AI Security Lifecycle - Overview
900
XP
1
H
30
M

This course provides an overview of every stage of the AI Security Lifecycle, from planning and data preparation to deployment, monitoring, and governance—equipping them with the frameworks, tools, and best practices necessary to safeguard AI models and data in enterprise environments.

COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
AI Security Lifecycle – Plan and Scope
AI Security Lifecycle – Plan and Scope
1620
XP
1
H
40
M

This course examines the planning and scoping phase of the Artificial Intelligence (AI) Security Lifecycle as a critical foundation for the development of secure, compliant, and trustworthy AI systems.

COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
AI Security Lifecycle – Augment and Fine Tune Data
AI Security Lifecycle – Augment and Fine Tune Data
3000
XP
2
H
50
M

This course provides an in-depth exploration of the Augment and Fine-Tune Data phase within the AI Security Lifecycle, treating training data as a first-class security asset rather than a purely technical input.

COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
AI Security Lifecycle – Dev and Experiment
AI Security Lifecycle – Dev and Experiment
3000
XP
2
H
30
M

The Dev and Experiment phase of the AI Security Lifecycle represents the foundation upon which all secure, trustworthy, and compliant AI systems are built. This course focuses on the security, governance, and risk management controls required during AI development and experimentation, where early decisions have the greatest downstream impact.

COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
AI Security Lifecycle – Test and Evaluate
AI Security Lifecycle – Test and Evaluate
2000
XP
3
H
5
M

This course provides a comprehensive and in-depth examination of the principles, frameworks, and methodologies required to test, evaluate, and secure artificial intelligence systems across their entire lifecycle.

COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
AI Security Lifecycle – Release
AI Security Lifecycle – Release
2400
XP
3
H
45
M

This course provides a comprehensive and governance-driven exploration of the secure release of AI systems from development and testing environments into production systems. The release phase has evolved into a structured governance checkpoint that ensures AI artifacts are secure, traceable, compliant, and reliable before real-world deployment.

COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
AI Security Lifecycle – Deploy
AI Security Lifecycle – Deploy
3200
XP
4
H
5
M

The AI Security Lifecycle – Deploy course provides a comprehensive and in-depth exploration of secure deployment practices for artificial intelligence systems operating in real world production environments.

COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
AI Security Lifecycle – Operate
AI Security Lifecycle – Operate
3200
XP
4
H
M

This course explores the operational phase of the artificial intelligence security lifecycle, focusing on how organizations maintain secure, reliable, and trustworthy AI systems after deployment.

COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
AI Security Lifecycle – Monitor
AI Security Lifecycle – Monitor
3200
XP
3
H
45
M

The Monitor phase of the AI Security Lifecycle focuses on ensuring that artificial intelligence systems remain reliable, secure, and compliant once they are deployed in production environments. Continuous monitoring is essential to maintain operational trust, detect emerging risks, and ensure that AI systems behave as expected over time.

COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
COURSE
AI Security Lifecycle – Govern
AI Security Lifecycle – Govern
3200
XP
2
H
40
M

This course equips learners with a holistic understanding of how governance integrates across the AI lifecycle and enables organizations to build trustworthy, transparent, and compliant AI systems.

2

Practice

Exercise your problem-solving and creative thinking skills with security-centric puzzles

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3

Prove

Assess your knowledge and skills to identify areas for improvement and measure your growth

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4

Train Your Team

Cybrary’s expert-led cybersecurity courses help your team remediate skill gaps and get up-to-date on certifications. Utilize Cybrary to stay ahead of emerging threats and provide team members with clarity on how to learn, grow, and advance their careers within your organization.

Instructors

Imran Muthuvappa
Co-Founder, Kayyo.xyz
Read Full Bio
Raghu Bala
Cybrary Instructor
Read Full Bio
Learn

Learn core concepts and get hands-on with key skills.

Practice

Exercise your problem-solving and creative thinking skills with security-centric puzzles

Prove

Assess your knowledge and skills to identify areas for improvement and measure your growth

Get Hands-on Learning

Put your skills to the test in virtual labs, challenges, and simulated environments.

Measure Your Progress

Track your skills development from lesson to lesson using the Cybrary Skills Tracker.

Connect with the Community

Connect with peers and mentors through our supportive community of cybersecurity professionals.

Success from Our Learners

"Cybrary really helped me get up to speed and acquire a baseline level of technical knowledge. It offers a far more comprehensive approach than just learning from a book. It actually shows you how to apply cybersecurity processes in a hands-on way"

Don Gates

Principal Systems Engineer/SAIC

"Cybrary’s SOC Analyst career path was the difference maker, and was instrumental in me landing my new job. I was able to show the employer that I had the right knowledge and the hands-on skills to execute the role."

Cory

Cybersecurity analyst/

"I was able to earn my CISSP certification within 60 days of signing up for Cybrary Insider Pro and got hired as a Security Analyst conducting security assessments and penetration testing within 120 days. This certainly wouldn’t have been possible without the support of the Cybrary mentor community."

Mike

Security Engineer and Pentester/

"Cybrary really helped me get up to speed and acquire a baseline level of technical knowledge. It offers a far more comprehensive approach than just learning from a book. It actually shows you how to apply cybersecurity processes in a hands-on way"

Don Gates

Principal Systems Engineer/SAIC

"Cybrary’s SOC Analyst career path was the difference maker, and was instrumental in me landing my new job. I was able to show the employer that I had the right knowledge and the hands-on skills to execute the role."

Cory

Cybersecurity analyst/

"I was able to earn my CISSP certification within 60 days of signing up for Cybrary Insider Pro and got hired as a Security Analyst conducting security assessments and penetration testing within 120 days. This certainly wouldn’t have been possible without the support of the Cybrary mentor community."

Mike

Security Engineer and Pentester/

"Becoming a Cybrary Insider Pro was a total game changer. Cybrary was instrumental in helping me break into cybersecurity, despite having no prior IT experience or security-related degree. Their career paths gave me clear direction, the instructors had real-world experience, and the virtual labs let me gain hands-on skills I could confidently put on my resume and speak to in interviews."

Cassandra

Information Security Analyst/Cisco Systems

"I was able to earn both my Security+ and CySA+ in two months. I give all the credit to Cybrary. I’m also proud to announce I recently accepted a job as a Cyber Systems Engineer at BDO... I always try to debunk the idea that you can't get a job without experience or a degree."

Casey

Cyber Systems Engineer/BDO

"Cybrary has helped me improve my hands-on skills and pass my toughest certification exams, enabling me to achieve 13 advanced certifications and successfully launch my own business. I love the practice tests for certification exams, especially, and appreciate the wide-ranging training options that let me find the best fit for my goals"

Angel

Founder,/ IntellChromatics.

Frequently Asked Questions

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