Azure AI Fundamentals: Working with Azure Machine Learning Studio
Azure 2024
| Beginner
- 15 videos | 1h 30m 2s
- Earns a Badge
Azure Machine Learning Studio can be used to build machine learning pipelines and manage, normalize, and transform data for use in regression, classification, and clustering models. In this course, you will work with Azure Machine Learning Studio, beginning with ingesting data from Azure storage and Azure Blob storage, labeling data in Azure Machine Learning Studio, running and testing scripts, and creating an automated model. Then you will discover how to run an automated experiment, select the best model, deploy a model as a predictive service, and test a predictive service. Finally, you will explore how to manage compute resources and data stores, manage datasets and experiments, pipelines and models, and endpoints. This course is one of a collection that prepares learners for the Microsoft Azure AI Fundamentals (AI-900) exam.
WHAT YOU WILL LEARN
-
Discover the key concepts covered in this course
Ingest data from an azure storage source
Ingest data from an azure blob storage resource
Label data in a dataset using the azure machine learning studio interface
Manually run test scripts using notebook
Use an automated machine learning (automl) model to create an experiment that will automatically find the best fit model
Run an automl model experiment to find the best fit model
Evaluate the results of an automl model experiment to determine the best model results -
Deploy an automl model as a predictive service
Test an automl predictive service by using it to obtain predictions based on test data
Manage and manipulate compute resources and data stores in azure machine learning studio
Manipulate and configure datasets and experiments, including for other team members, in azure machine learning studio
Manage stored pipelines and models in azure machine learning studio
Manage and configure endpoints in azure machine learning studio
Summarize the key concepts covered in this course
IN THIS COURSE
-
1m 1sIn this video, we will discover the key concepts covered in this course. FREE ACCESS
-
7m 27sDuring this video, you will learn how to ingest data from an Azure Storage source. FREE ACCESS
-
3. Ingesting Data from Azure Blob Storage6m 35sIn this video, find out how to ingest data from an Azure Blob storage resource. FREE ACCESS
-
4. Labeling Data in Azure Machine Learning Studio7m 11sDuring this video, discover how to label data in a dataset using the Azure Machine Learning Studio interface. FREE ACCESS
-
5. Running and Testing Scripts6m 47sLearn how to manually run test scripts using Notebook. FREE ACCESS
-
6. Creating an Automated Model6m 52sIn this video, find out how to use an automated machine learning (AutoML) model to create an experiment that will automatically find the best fit model. FREE ACCESS
-
7. Running an Automated Experiment5m 55sDiscover how to run an AutoML model experiment to find the best fit model. FREE ACCESS
-
8. Selecting the Best Model7m 3sFind out how to evaluate the results of an AutoML model experiment to determine the best model results. FREE ACCESS
-
9. Deploying a Model as a Predictive Service6m 6sIn this video, discover how to deploy an AutoML model as a predictive service. FREE ACCESS
-
10. Testing a Predictive Service6m 25sDuring this video, you will learn how to test an AutoML predictive service by using it to obtain predictions based on test data. FREE ACCESS
-
11. Managing Compute Resources and Data Stores6m 50sFind out how to manage and manipulate compute resources and data stores in Azure Machine Learning Studio. FREE ACCESS
-
12. Managing Datasets and Experiments6m 22sLearn how to manipulate and configure datasets and experiments, including for other team members, in Azure Machine Learning Studio. FREE ACCESS
-
13. Managing Pipelines and Models7m 16sDuring this video, discover how to manage stored pipelines and models in Azure Machine Learning Studio. FREE ACCESS
-
14. Managing Endpoints7m 24sIn this video, you will learn how to manage and configure endpoints in Azure Machine Learning Studio. FREE ACCESS
-
15. Course Summary45sIn this video, we will summarize the key concepts covered in this course. FREE ACCESS
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
Skillsoft is providing you the opportunity to earn a digital badge upon successful completion on some of our courses, which can be shared on any social network or business platform.
Digital badges are yours to keep, forever.
