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Microsoft DP-100 (Designing and Implementing a Data Science Solution on Azure) Exam is a certification exam that focuses on assessing the skills and knowledge required to design and implement data science solutions using Azure technologies. DP-100 exam is ideal for professionals who want to demonstrate their expertise in the field of data science and enhance their career prospects.

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

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The DP-100 exam covers a range of topics, including creating and managing data sets, building and training predictive models, deploying models to production environments, and monitoring and optimizing the performance of models. Candidates will be required to demonstrate their ability to work with Azure Machine Learning, Azure Databricks, and other Azure data services, and to use tools such as Python and R to design and implement data solutions.

Microsoft DP-100 certification exam is a valuable credential for data scientists and machine learning engineers. It demonstrates that the candidate has the knowledge and skills necessary to design and implement data science solutions on Azure. Designing and Implementing a Data Science Solution on Azure certification is recognized by employers and can help candidates stand out in a competitive job market. Additionally, the certification can lead to higher salaries and career advancement opportunities.

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Microsoft DP-100 Exam Syllabus Topics:

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

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