Certificates that validate this skill
AWS Certified Machine Learning – Specialty (MLS-C01)
Provider: Amazon Web Services (AWS)
AWS Certified Data Analytics – Specialty (DAS-C01)
Provider: Amazon Web Services (AWS)
Microsoft Certified: Azure Data Engineer Associate (DP-203)
Provider: Microsoft
Microsoft Certified: Azure AI Engineer Associate (AI-102)
Provider: Microsoft
Google Cloud Certified: Professional Data Engineer
Provider: Google Cloud
Google Cloud Certified: Professional Machine Learning Engineer
Provider: Google Cloud
IBM Data Science Professional (Foundations)
Provider: IBM
Provider: Snowflake
Provider: Snowflake
Databricks Data Engineer Associate
Provider: Databricks
Databricks Machine Learning (Foundations)
Provider: Databricks
Microsoft Certified: Azure Data Fundamentals (DP-900)
Provider: Microsoft
Data Engineering on AWS (Foundations)
Provider: Amazon Web Services (AWS)
SAP BW / Data Warehousing Foundations
Provider: SAP
Databricks Lakehouse Fundamentals
Provider: Databricks
Snowflake Data Engineering Foundations
Provider: Snowflake
IBM Data Engineering Foundations
Provider: IBM
Machine Learning Foundations on AWS
Provider: Amazon Web Services (AWS)
How to prove this skill
Combine recognized certificates with project examples, measurable outcomes, and a concise explanation of how you applied this skill in real work.