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 in Microsoft Azure.
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.
Job role: Data Scientist
Preparation for exam: DP-100
Features: none
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:
If you are completely new to data science and machine learning, please complete AI-900: Microsoft Azure AI Fundamentals first.
In this module, you will learn how to provision an Azure Machine Learning workspace and use it to manage machine learning assets such as data, compute, model training code, logged metrics, and trained models. You will learn how to use the web-based Azure Machine Learning studio interface as well as the Azure Machine Learning SDK and developer tools like Visual Studio Code and Jupyter Notebooks to work with the assets in your workspace.
After completing this module, you will be able to
After completing this module, you will be able to
In this module, you will get started with experiments that encapsulate data processing and model training code, and use them to train machine learning models.
After completing this module, you will be able to
Data is a fundamental element in any machine learning workload, so in this module, you will learn how to create and manage datastores and datasets in an Azure Machine Learning workspace, and how to use them in model training experiments.
After completing this module, you will be able to
After completing this module, you will be able to
After completing this module, you will be able to
After completing this module, you will be able to
After completing this module, you will be able to
After completing this module, you will be able to
After completing this module, you will be able to
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