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18 courses

AI & Machine Learning Training Courses for IT Teams

Artificial intelligence and machine learning fundamentals for IT teams preparing for AI-driven infrastructure and operations.

18
Courses
1,394
Videos
208h
Total

Capability ladder

AI & Machine Learning Certifications by Level

The most popular AI & Machine Learning courses at each certification level — from first credentials for new team members through expert and specialty tracks.

1

Certification tier

Tier 1 — Entry Certifications

First credentials for new team members and cross-trained roles — the on-ramp before vendor specialization.

Practitioner

AWS AI Practitioner

Make AI work for you with this AWS Certified AI Practitioner course (AIF-C01), designed for beginners, business leaders, data analysts, and aspiring machine learning engineers. You’ll build a strong foundation in the fundamentals of artificial intelligence and machine learning, using AWS services like SageMaker, Bedrock, Comprehend, Rekognition, Lex, and more. You'll also learn prompt engineering, model evaluation, and responsible AI practices so non-technical teams can confidently guide AI initiatives and adoption. After you complete this AWS Certified AI Practitioner course, you’ll be fully prepared to pass the AIF-C01 exam and earn a valuable foundational AI certification.

Jonathan Barrios

Videos: 142Duration: 16hGet started
2

Certification tier

Tier 2 — Professional Certifications

Advanced credentials for the engineers who own design, escalation, and complex environments.

Professional

Microsoft AB-900

This Copilot and Agent Administration Fundamentals (AB-900) training prepares you to earn a valuable Microsoft AI certification. Keep your Microsoft 365 admin skills relevant and valuable in the age of AI. Learn how to enable your organization with Copilot, and roll out AI agents without compromising security, identity, or data protections. Microsoft expert James Conrad guides you through M365 governance, AI readiness, and modern IT management, so you can lead AI adoption with confidence and pass the AB-900 exam.

James Conrad

Videos: 108Duration: 18hGet started
Professional

AIP-C01

This expert-level AWS AI training is designed to help you pass the AWS Certified Generative AI Developer - Professional exam (AIP-C01). The course focuses on building, deploying, and operating production-ready generative AI applications using AWS AI services. You’ll work with practical architectures like RAG and agentic AI, manage prompts, and learn how to optimize GenAI systems for cost, performance, and responsible use. Although it's not required, you might want to start with the AWS Certified Data Engineer or Machine Learning Engineer Associate certifications before you attempt this AWS Certified Generative AI Developer - Professional course.

Scott Pletcher

Videos: 188Duration: 25hGet started
Professional

Vendor coverage

AI & Machine Learning Training by Vendor

The vendors behind the ai & machine learning catalog — each vendor page maps its full certification landscape.

Microsoft

Microsoft courses in AI & Machine Learning

5 shared courses
Professional

Microsoft AB-900

Videos: 108Duration: 18hGet started

Microsoft AB-730

Videos: 35Duration: 6hGet started

Microsoft AB-731

Videos: 42Duration: 7hGet started

AI-900

Videos: 125Duration: 19hGet started
Microsoft 365

Microsoft 365 courses in AI & Machine Learning

4 shared courses
Professional

Microsoft AB-900

Videos: 108Duration: 18hGet started

Microsoft AB-730

Videos: 35Duration: 6hGet started

Microsoft AB-731

Videos: 42Duration: 7hGet started
IT and business professionals practicing AI productivity, compliance, and safe coding workflows

Hands-on AI & Machine Learning practice

Human-led training is the point: engineers practice real skills with expert guidance, not just video playback.

Full catalog

More AI & Machine Learning Courses

Everything else in the AI & Machine Learning catalog beyond the curated sections above.

Microsoft AB-730

Videos: 35Duration: 6hGet started

AI-900

Videos: 125Duration: 19hGet started

Prompt Engineering

Videos: 46Duration: 5hGet started

AI Agentic Coding

Videos: 38Duration: 5hGet started

Practitioner-led

AI & Machine Learning training your team learns from

Built and taught by engineers who have spent decades running production AI & Machine Learning infrastructure — not crowd-sourced contributors.

Jonathan Barrios

Data Science, Machine Learning & AI

Trevor Sullivan

DevOps & Cloud Engineering

Shaun Wassell

Web Development & Programming

Team outcome

Faster ramp for new hires

Curated playlists and team assignments make onboarding repeatable instead of relying on ad hoc shadowing and tribal knowledge.

Best fit for: managers scaling a team, backfilling a role, or standardizing skills across distributed engineers.

Frequently asked questions about AI & Machine Learning training

Common questions IT directors ask when evaluating AI & Machine Learning training for their team.

Who should take AI training?

Professionals using AI tools, IT leaders setting policy, HR/legal stakeholders managing risk, and developers adopting AI-assisted coding.

Does this include Microsoft Copilot?

Yes. The catalog includes AI Essentials with Microsoft Copilot.

How should managers assign AI training?

Assign productivity paths broadly, compliance paths to leaders and policy owners, and AI coding/security paths to developers.

How do you measure ROI on AI training?

Track safe adoption coverage: who can use AI productively, who understands compliance constraints, and who can apply AI coding tools responsibly.

Can CBT Nuggets support AI training for teams?

Yes. Managers can assign AI readiness paths by role and track completion across the organization.

Ready to build your team's AI & Machine Learning capability?

Get your team started with AI & Machine Learning training today.