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4. Models Deployment and Consumption (20-25%):

  • Production computes targets creation: The test takers should perform their skills in compute options evaluation for deployment and consideration of security for deployed services.
  • Designer pipeline publishing as a web service: The candidates should show their knowledge of target compute resources creation, inference pipelines configuration, and deployed endpoints consuming.
  • Model-as-a-Service deployment: This subtopic will measure the individuals’ expertise in configuring deployment settings, troubleshooting issues with deployment containers, and consuming deployed services.
  • Creation of pipelines for batch inferencing: This subject area covers your competence in running batch inferencing pipelines and obtaining outputs as well as publishing batch inferencing pipelines.

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

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

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

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Microsoft DP-100日本語 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Design and prepare a machine learning solution20-25%- Design an Azure Machine Learning workspace
  • 1. Configure security and access
  • 2. Manage compute resources
  • 3. Configure workspace resources
- Prepare development environments
  • 1. Use SDKs and notebooks
  • 2. Configure environments
Topic 2: Prepare a model for deployment20-25%- Deploy machine learning models
  • 1. Deploy batch inference pipelines
  • 2. Deploy real-time inference endpoints
- Manage deployment assets
  • 1. Register models
  • 2. Create inference configurations
Topic 3: Deploy and retrain models10-15%- Monitor deployed models
  • 1. Monitor model performance
  • 2. Track data drift
- Implement retraining pipelines
  • 1. Manage ML pipelines
  • 2. Create scheduled retraining workflows
Topic 4: Explore data and train models35-40%- Run experiments and train models
  • 1. Track experiments
  • 2. Use automated machine learning
  • 3. Perform hyperparameter tuning
- Prepare data for modeling
  • 1. Manage datasets and datastores
  • 2. Ingest and transform data
- Optimize model performance
  • 1. Improve accuracy and performance
  • 2. Evaluate models
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