CertKit DP-100: Designing and Implementing a Data Science Solution on Azure

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Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This CertKit teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring in Microsoft Azure.

Prerequisites:

Successful Azure Data Scientists start this role with a fundamental knowledge of cloud computing concepts, and experience in general data science and machine learning tools and techniques. Specifically:

  • Creating cloud resources in Microsoft Azure.
  • Using Python to explore and visualize data.
  • Training and validating machine learning models using common frameworks like Scikit-Learn, PyTorch, and TensorFlow.
  • Working with containers.

If you are completely new to data science and machine learning, please complete Microsoft Azure AI Fundamentals (AI-900) first.

Course outcome:

In this course, you will learn to:

  • Provision an Azure Machine Learning workspace
  • Use tools and code to work with Azure Machine Learning
  • Use automated machine learning to train a machine learning model
  • Use Azure Machine Learning designer to train a model
  • Run code-based experiments in an Azure Machine Learning workspace
  • Create and use datastores and datasets
  • Create and use environments and compute targets

Who should attend:

This course is designed for data scientists with existing knowledge of Python and machine learning frameworks like Scikit-Learn, PyTorch, and Tensorflow, who want to build and operate machine learning solutions in the cloud.

CertKit content:

  • E-learning courses:
    • DP-100 - Azure Data Scientist Associate: Machine Learning
    • DP-100 - Azure Data Scientist Associate: Machine Learning Classification Models
    • DP-100 - Azure Data Scientist Associate: Machine Learning Clustering Models
    • DP-100 - Azure Data Scientist Associate: Project Jupyter & Notebooks
    • DP-100 - Azure Data Scientist Associate: Azure Machine Learning Workspaces
    • DP-100 - Azure Data Scientist Associate: Azure Data Platform Services
    • DP-100 - Azure Data Scientist Associate: Azure Storage Accounts
    • DP-100 - Azure Data Scientist Associate: Storage Strategy
    • DP-100 - Azure Data Scientist Associate: Azure Data Factory
    • DP-100 - Azure Data Scientist Associate: Non-relational Data Stores
  • MeasureUp Exam simulation
    • 130+ questions
  • Tips & Tricks
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