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  • DP-100 (Designing and Implementing a Data Science Solution on Azure)
Exam Code: DP-100
Exam Name: Designing and Implementing a Data Science Solution on Azure
Certification Provider: Microsoft
Corresponding Certification: Microsoft Azure

Microsoft : DP-100 Questions & Answers

DP-100

Updated: Aug 15, 2026

No. of Questions: 528 Questions & Answers with Testing Engine

Download Limit: Unlimited

Choosing Purchase: "Online Test Engine"
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Step 3: Taking Online Learning Paths

In addition, Microsoft recommends that the candidates for the DP-100 exam take online courses to adequately prepare for their test. You can find the following learning paths on the official certification webpage:

  • Build AI Solutions with Azure Machine Learning
  • Create No-Code Predictive Models with Azure Machine Learning
  • Create Machine Learning Models

Microsoft Designing and Implementing a Data Science Solution on Azure Exam Certification Details:

Passing Score700 / 1000
Exam NameMicrosoft Certified - Azure Data Scientist Associate
Number of Questions40-60
Books / TrainingDP-100T01-A: Designing and Implementing a Data Science Solution on Azure
Exam Price$165 (USD)
Sample QuestionsMicrosoft Designing and Implementing a Data Science Solution on Azure Sample Questions
Duration120 mins
Exam CodeDP-100
Schedule ExamPearson VUE

Reference: https://www.microsoft.com/en-us/learning/exam-dp-100.aspx

Microsoft DP-100 Exam Syllabus Topics:

SectionWeightObjectives
Explore data and run experiments20-25%- Run experiments
  • 1. Track runs with MLflow
  • 2. Use automated machine learning
  • 3. Configure experiment runs
  • 4. Define parameters and configurations
- Explore and visualize data
  • 1. Detect anomalies and outliers
  • 2. Identify features and relationships
  • 3. Profile and validate data
- Implement pipelines
  • 1. Create and publish pipelines
  • 2. Build reusable components
  • 3. Schedule and monitor pipelines
  • 4. Pass data between steps
Optimize language models for AI applications25-30%- Implement generative AI solutions
  • 1. Use Azure AI Foundry
  • 2. Apply prompt engineering
  • 3. Build prompt flows
- Optimize with Retrieval Augmented Generation
  • 1. Prepare and process data
  • 2. Create vector stores and indexes
  • 3. Configure Azure AI Search
- Evaluate and improve models
  • 1. Test and evaluate responses
  • 2. Apply responsible generative AI
  • 3. Optimize for accuracy and safety
Design and prepare a machine learning solution20-25%- Manage compute resources
  • 1. Attach and monitor compute
  • 2. Select environments
  • 3. Create and configure compute targets
- Manage Azure Machine Learning workspace
  • 1. Set up Git integration
  • 2. Work with registries
  • 3. Create and configure workspace
  • 4. Use developer tools and CLI
- Manage data assets
  • 1. Create and maintain data assets
  • 2. Register and manage datastores
  • 3. Select storage services
- Design a machine learning solution
  • 1. Determine dataset structure and format
  • 2. Define compute specifications for workloads
  • 3. Plan model deployment requirements
  • 4. Select development approach
Train and deploy models25-30%- Train models
  • 1. Use HyperDrive for hyperparameter tuning
  • 2. Run training scripts
  • 3. Apply responsible AI principles
  • 4. Configure jobs and environments
- Deploy models
  • 1. Deploy to batch endpoints
  • 2. Secure endpoints and manage access
  • 3. Deploy to online endpoints
  • 4. Configure compute and scaling
- Manage models
  • 1. Interpret models and explain predictions
  • 2. Register and version models
  • 3. Package and validate models
- Monitor and maintain models
  • 1. Monitor performance and data drift
  • 2. Update and retrain models
  • 3. Implement MLOps practices

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