Microsoft Certified: Azure Data Scientist Associate

About this course

About the Certification: Microsoft Certified: Azure Data Scientist AssociateThe Microsoft Certified: Azure Data Scientist Associate certification is earned by passing Exam DP-100: Designing and Implementing a Data Science Solution on Azure. Microsoft positions this credential for professionals who apply data science and machine learning to implement and run machine learning workloads on Azure. The role includes designing data science environments, exploring data, training models, implementing pipelines, preparing jobs for production, managing deployments, monitoring machine learning solutions, and using language models for AI applications.Professionals preparing for DP-100 are expected to work with Azure Machine Learning, MLflow, Azure AI services including Azure AI Search, and Azure AI Foundry, which Microsoft notes is in the process of being updated to Microsoft Foundry in the exam materials. This makes the certification relevant not only for traditional machine learning workflows, but also for newer AI application scenarios that include prompt flow, Retrieval Augmented Generation, and fine-tuning.The official exam outline is organized around four major skill areas. These are designing and preparing a machine learning solution, exploring data and running experiments, training and deploying models, and optimizing language models for AI applications. Microsoft’s current study guide lists these skills as measured as of April 11, 2025.In practical terms, the exam covers creating and managing Azure Machine Learning workspaces, datastores, compute targets, environments, and registries. It also covers running AutoML experiments, working with notebooks for model training, tracking runs with MLflow, tuning models with hyperparameter jobs, and evaluating model performance. From there, the focus moves into running training scripts as jobs, building training pipelines, registering models, deploying models to online and batch endpoints, and monitoring deployed solutio