AWS · MLA-C02
AWS Certified Machine Learning Engineer – Associate
ML engineers, data scientists and MLOps engineers on AWS. The de facto successor to the retired ML Specialty.
$150associateBeta
Find the AI certification that's actually worth it
Independent, cited comparisons of every major AI certification, from the cloud vendors to the AI labs to the open-source foundations. We cover what each costs, what employers ask for, and how to study for it.
Top-ranked right now
Microsoft · AI-103
Microsoft Certified – Azure AI Apps and Agents Developer Associate
Developers building AI solutions on Azure. The most job-relevant Microsoft AI cert.
$165associateActive
AWS · AIF-C01
AWS Certified AI Practitioner
Business analysts, PMs, sales engineers and developers new to AI who work in AWS shops.
$100foundationalActive
Databricks
Databricks Certified Generative AI Engineer Associate
Data and ML engineers in Databricks shops, which is most of the enterprise lakehouse world.
$200associateActive
Google Cloud · PMLE
Google Cloud Professional Machine Learning Engineer
ML engineers on GCP; one of the most respected cloud ML certs.
$200professionalActive
Microsoft · AI-300
Microsoft Certified – Machine Learning Operations Engineer Associate
Data scientists and ML engineers operating models on Azure.
$165associateActive
See full rankings and methodology →
Recent changes
- 2026-11-15: Google Cloud Professional Agentic Architect (upcoming)
- 2026-09-29: AWS Certified Machine Learning Engineer – Associate (beta)
- 2026-09-14: Model Context Protocol Associate (active)
- 2026-07-29: Databricks Certified Context Engineer Associate (active)
- 2026-07-28: GIAC AI Platform Security (active)
Latest guides
AI-103 vs AIP-C01: Azure AI Apps and Agents or AWS GenAI Developer Pro?
Microsoft AI-103 vs AWS AIP-C01 compared: skills measured, difficulty, cost per year, renewal and employer demand for GenAI and agent developers.
AIF-C01 vs AI-901: AWS AI Practitioner or Azure AI Fundamentals?
AIF-C01 vs AI-901 compared: domains, the new Python requirement on AI-901, difficulty, cost per year and employer recognition. Pick the right AI fundamentals exam.
AIF-C01 vs Google Generative AI Leader: Which Non-Technical AI Cert?
AWS AI Practitioner (AIF-C01) vs Google Cloud Generative AI Leader: domains, difficulty, cost per year and who each suits. A clear pick for managers and analysts.
AIGP vs AAISM: IAPP AI Governance or ISACA AI Security Management?
AIGP vs AAISM compared, plus ISACA AAIA: prerequisites, domains, exam format, cost per year and which AI governance or security cert fits your career.
AWS MLA vs Google PMLE: Which Machine Learning Engineer Cert in 2026?
AWS ML Engineer Associate (MLA-C02) vs Google Professional ML Engineer: 2026 exam changes, difficulty, cost per year and employer value for ML engineers.
Claude Architect vs AWS GenAI Developer: CCAR-F or AIP-C01?
Claude Certified Architect – Foundations vs AWS Generative AI Developer – Professional: access rules, domains, cost per year and which suits your GenAI career.
Browse by path
AWS
AI Practitioner → ML Engineer → GenAI Developer ProMicrosoft
AI-901 → AI-103 / AI-300 → AB-100Google Cloud
Gen AI Leader → ML Engineer → Agentic ArchitectAnthropic / Claude
Free Academy courses → Claude Certified ArchitectOpen source
PyTorch Associate, MCP Associate, Hugging FaceGovernance
AIGP, ISACA AAIA/AAISM, ISO 42001
AI Practitioner → ML Engineer → GenAI Developer ProMicrosoft
AI-901 → AI-103 / AI-300 → AB-100Google Cloud
Gen AI Leader → ML Engineer → Agentic ArchitectAnthropic / Claude
Free Academy courses → Claude Certified ArchitectOpen source
PyTorch Associate, MCP Associate, Hugging FaceGovernance
AIGP, ISACA AAIA/AAISM, ISO 42001