Requires: Recommended 1+ year ML experience on AWS; AI Practitioner suggested as warm-up
Renewal: 3 years
31 records · 3 briefs · 10 study guides
Data/AI/ML credentials, codes & rules.
What you must hold to practice, what employers ask for, which codes you design to, and which regulators can stop a launch — with the prerequisites, renewal cycle and issuing body for each.
0Licenses to practice
20Certifications
5Standards
6Regulations
Read in depth
Study guides & compliance briefs.
Study guide · 11 min
AWS Certified Data Engineer – Associate (DEA-C01) Study Guide
Issuing body: Amazon Web Services (AWS) Jurisdiction: Global (vendor certification — not a legal license to practice) Level: Associate Prerequisites: None formal; AWS rec…
Read → Study guide · 11 min AWS Certified Machine Learning Engineer – Associate (MLA-C02) Study GuideIssuing body: Amazon Web Services (AWS) Jurisdiction: Global (vendor certification — not a legal license to practice) Level: Associate Prerequisites: Recommended 1+ year …
Read → Study guide · 12 min Databricks Certified Data Engineer Professional Study GuideIssuing body: Databricks Jurisdiction: Global (vendor certification — not a legal license to practice) Level: Professional Prerequisites: None formal; the Data Engineer A…
Read → Study guide · 10 min Databricks Certified Machine Learning Professional Study GuideIssuing body: Databricks Jurisdiction: Global (vendor certification — not a legal license to practice) Level: Professional Prerequisites: None formal; 1+ year hands-on ML…
Read → Study guide · 11 min Data/AI/ML — Good to Know: Rules of Thumb & Mastery GuideThis guide covers everything in the data-ai-ml catalogue without a standalone study file: the standard-practice and niche credentials, the standards and regulations you m…
Read → Study guide · 11 min Google Cloud Professional Data Engineer Study GuideIssuing body: Google Cloud Jurisdiction: Global (vendor certification — not a legal license to practice) Level: Professional Prerequisites: None formal; experience with G…
Read → Study guide · 10 min Google Cloud Professional Machine Learning Engineer Study GuideIssuing body: Google Cloud Jurisdiction: Global (vendor certification — not a legal license to practice) Level: Professional Prerequisites: None formal; 3+ years industry…
Read → Study guide · 12 min Microsoft Certified: Azure AI App and Agent Developer Associate (AI-103) Study GuideIssuing body: Microsoft Jurisdiction: Global (vendor certification — not a legal license to practice) Level: Associate Prerequisites: Development experience with Python/C…
Read → Study guide · 10 min Microsoft Certified: Fabric Data Engineer Associate (DP-700) Study GuideIssuing body: Microsoft Jurisdiction: Global (vendor certification — not a legal license to practice) Level: Associate Prerequisites: None formal; SQL/Python/Spark and da…
Read → Study guide · 3 min Data/AI/ML — Study GuidesCredential landscape Data/AI/ML has no legal practice license : no jurisdiction requires a license to build data pipelines, train models, or call yourself a data scientis…
Read → Compliance brief · 4 min EU AI Act- Record: data-ai-ml-reg-001 — EU AI Act (Regulation (EU) 2024/1689) - Issuing body / enforcer: EU legislature; enforcement by national competent authorities and market-s…
Read → Compliance brief · 3 min ISO/IEC 42001:2023 — AI management systems- Record: data-ai-ml-std-001 — ISO/IEC 42001:2023, Information technology — Artificial intelligence — Management system - Issuing body: ISO/IEC JTC 1/SC 42 (AI); certific…
Read → Compliance brief · 3 min NIST AI Risk Management Framework 1.0 (NIST AI 100-1)- Record: data-ai-ml-std-003 — NIST Artificial Intelligence Risk Management Framework 1.0 (AI 100-1) - Issuing body: U.S. National Institute of Standards and Technology (…
Read →Requires: Recommended 1+ year ML experience on AWS
Renewal: 3 years
Requires: (was) 2+ years developing/architecting/running ML workloads on AWS
Renewal: retired; not renewable
Requires: None; recommended for beginners before MLA-C02
Renewal: 3 years
Requires: No formal prerequisites; AWS recommends 2-3 years data engineering + 1-2 years hands-on AWS
Renewal: 3 years (retake current exam or higher-level exam)
Requires: None required; 3+ years industry experience (1+ year on Google Cloud) recommended
Renewal: 2 years
Requires: None required; recommended experience with GCP data services
Renewal: 2 years
Requires: (was) familiarity with Python/C# and REST APIs
Renewal: retired; not renewable
Requires: Development experience with Python/C#; AI-102 knowledge transferable
Renewal: 1 year (free annual renewal assessment)
Requires: None; SQL/Python/Spark and data engineering fundamentals recommended
Renewal: 1 year (free annual renewal assessment)
Requires: n/a (retired)
Renewal: retired; not renewable
Requires: No formal prerequisites; 1+ year hands-on ML on Databricks recommended
Renewal: 2 years (retake current exam)
Requires: No formal prerequisites; 6+ months hands-on recommended
Renewal: 2 years (retake current exam)
Requires: No formal prerequisites; Data Engineer Associate recommended as foundation
Renewal: 2 years (retake current exam)
Requires: n/a (program closed)
Renewal: closed; not renewable
Requires: None; 6+ months hands-on Snowflake recommended
Renewal: 2 years (recertification exam COF-R02 or Continuing Education programme)
Requires: Active SnowPro Core certification
Renewal: 2 years
Requires: None formal; 6-12 months Confluent/Kafka experience recommended
Renewal: 2 years (typical; confirm at Confluent training site)
Requires: None formal; 6-12 months Confluent/Kafka experience recommended
Renewal: 2 years (typical; confirm at Confluent training site)
Requires: Experience + education mix; exam-based
Renewal: 3 years (recertification requirements; confirm current)
Requires: n/a (organizational management-system standard)
Renewal: 3-year certification cycle via accredited body
Requires: n/a (guidance standard)
Renewal: n/a
Requires: n/a (voluntary guidance)
Renewal: n/a
Requires: n/a (organizational management-system standard)
Renewal: 3-year certification cycle via accredited body
Requires: n/a (reference framework)
Renewal: n/a
Requires: n/a (regulation)
Renewal: n/a
Requires: n/a (regulation)
Renewal: n/a
Requires: n/a (regulation)
Renewal: n/a
Requires: n/a (regulation)
Renewal: n/a
Requires: n/a (regulation)
Renewal: n/a
Requires: n/a (regulation)
Renewal: n/a
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