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certification recommendation

Mareddy, Nishith Chowdary 20 Reputation points
2026-06-08T17:50:01.39+00:00

I am targetting for AI Engineer ml and data related roles . what certification do you suggest for early carrer professionals?

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  1. AI answer

    2026-06-08T17:50:22.87+00:00

    For early-career professionals targeting AI engineer, ML, and data-focused roles, the following certification path is recommended:

    1. Start with fundamentals (optional but helpful)
      • Azure Fundamentals: Validates basic cloud and Azure concepts and helps prepare for role-based certifications.
      • If interested in data basics, Azure Data Fundamentals can help prove knowledge of core data concepts and Azure data services.
      • If getting started in AI, Azure AI Fundamentals demonstrates knowledge of common ML and AI workloads and how they’re implemented on Azure.
    2. Move into data and AI role-based certifications
      • Azure Data Scientist Associate: Designed for those implementing and running machine learning workloads on Azure. It focuses on data ingestion and preparation, model training and deployment, and monitoring ML solutions using Azure Machine Learning, MLflow, and Azure AI services.
      • Azure AI Engineer Associate (and its updated equivalents such as AI-103 where applicable): Validates skills in designing and implementing AI solutions using Azure AI services, including cognitive services, NLP, speech, computer vision, and conversational AI.
    3. Consider data-focused certifications if aiming at end-to-end data + ML
      • Azure Database Administrator Associate: For managing on-premises and cloud relational databases built on SQL Server and Azure Data Services.
      • Data Analyst Associate: For using Power BI to prepare, model, and visualize data and enable analytics.
    4. Longer-term cross-profession options
      • After gaining experience, consider DevOps Engineer Expert or Azure Solutions Architect Expert if the role expands into broader solution design or MLOps/DevOps responsibilities.

    A practical early-career sequence for AI/ML and data roles could be:

    1. Azure Fundamentals → 2) Azure AI Fundamentals and/or Azure Data Fundamentals → 3) Azure Data Scientist Associate → 4) Azure AI Engineer Associate.

    References:

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