Best AI/ML Certification Path 2026

Designed by-Priya Dw | Authored by Experienced AI/ML Architects | Reviewed by relevant & experienced tech panels

Use this roadmap to prioritize certifications by role instead of vendor-first selection.

Role-Based Pathways

AI Engineer: AI-900 -> AI-102 -> Databricks ML Associate -> GCP ML Engineer.

GenAI Engineer: GCP GenAI Leader -> Databricks GenAI Engineer -> Salesforce Agentforce -> AIGP.

Cloud AI Architect: AWS SAA/SAP + GCP PCA + Azure AI solution tracks.

Governance + Security: AIGP -> CCSP/CISSP -> cloud vendor security tracks.

Direct Practice Test Hubs

AI/ML Practice Tests Hub | Generative AI Hub | Security Hub