Certification study guides & articles
In-depth study guides and side-by-side exam comparisons to help you choose the right certification and prepare for it.
MLA-C01 AWS Machine Learning Engineer – Associate Study Guide
A scenario-based walkthrough of all four MLA-C01 domains, from data prep to monitoring, with decision trees for picking the right AWS service.
Microsoft AI-900 vs. AWS AIF-C01: The 2026 Comparison
Copilot and OpenAI on Azure, or Bedrock on AWS? How the two AI fundamentals exams differ, which one fits your goals, and when to take both.
AWS AI Practitioner vs. Machine Learning Associate
Starting with AI on AWS? We compare the AI Practitioner and Machine Learning Engineer – Associate exams to help you pick the right first step.
AIF-C01 Exam Study Guide
All five AIF-C01 domains in one place, with side-by-side comparisons of look-alike AWS AI services and the exam traps that catch most candidates.