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Microsoft DP-100T01 - Designing and Implementing a Data Science Solution on Azure

  • Length 4 days
  • Version A
Course overview
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Why study this course

Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course 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 with Azure Machine Learning and MLflow.

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What you’ll learn

After completing this course, students will be able to:

  • Design and prepare a machine learning solution

  • Explore data and train models

  • Prepare a model for deployment

  • Deploy and retrain a model


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Microsoft Azure at Lumify Work

Lumify Work is your best choice for training and certification in any of Microsoft’s leading technologies and services. We’ve been delivering effective training across all Microsoft products for over 30 years, and are proud to be Australia's and New Zealand’s first and largest Microsoft Gold Learning Solutions Partner. All Lumify Work Microsoft Azure courses follow Microsoft Official Curriculum (MOC) and are led by Microsoft Certified Trainers. Join more than 5,000 students who attend our quality Microsoft courses every year.


Stay ahead of the technology curve

Don’t let your tech outpace the skills of your people

Quality Instructors and Content

Expert instructors with real world experience and the latest vendor-approved in-depth course content.

Partner-Preferred Supplier

Chosen and awarded by the world's leading vendors as preferred training partner.

Ahead of the Technology Curve

No matter your chosen technologies or platforms, we can help you stay one step ahead.

Who is the course for?

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.

We can also deliver and customise this training course for larger groups – saving your organisation time, money and resources. For more information, please contact us on 1800 U LEARN (1800 853 276)


Course subjects

  • Design a data ingestion strategy for machine learning projects

  • Design a machine learning model training solution

  • Design a model deployment solution

  • Explore Azure Machine Learning workspace resources and assets

  • Explore developer tools for workspace interaction

  • Make data available in Azure Machine Learning

  • Work with compute targets in Azure Machine Learning

  • Work with environments in Azure Machine Learning

  • Find the best classification model with Automated Machine Learning

  • Track model training in Jupyter notebooks with MLflow

  • Run a training script as a command job in Azure Machine Learning

  • Track model training with MLflow in jobs

  • Run pipelines in Azure Machine Learning

  • Perform hyperparameter tuning with Azure Machine Learning

  • Deploy a model to a managed online endpoint

  • Deploy a model to a batch endpoint


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.

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


Terms & Conditions

The supply of this course by Lumify Work is governed by the booking terms and conditions. Please read the terms and conditions carefully before enrolling in this course, as enrolment in the course is conditional on acceptance of these terms and conditions.


Request Course Information

By submitting an enquiry, you agree to our privacy policy and receiving email and other forms of communication from us. You can opt-out at any time.

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Stay ahead of the technology curve

Don’t let your tech outpace the skills of your people

Quality Instructors and Content

Expert instructors with real world experience and the latest vendor-approved in-depth course content.

Partner-Preferred Supplier

Chosen and awarded by the world's leading vendors as preferred training partner.

Ahead of the Technology Curve

No matter your chosen technologies or platforms, we can help you stay one step ahead.


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