Design a machine learning solution
- Offered byMicrosoft
Design a machine learning solution at Microsoft Overview
Duration | 2 hours |
Total fee | Free |
Mode of learning | Online |
Schedule type | Self paced |
Difficulty level | Beginner |
Official Website | Explore Free Course  |
Credential | Certificate |
Design a machine learning solution at Microsoft Course details
- Design a data ingestion strategy for machine learning projects
- Design a machine learning model training solution
- Design a model deployment solution
- Design a machine learning operations solution
- There are many options on Azure to train and consume machine learning models
- Which service best fits scenario can depend on a myriad of factors
- Learn how to identify important requirements and when to use which service when learner want to use machine learning models
Design a machine learning solution at Microsoft Curriculum
Design a data ingestion strategy for machine learning projects
Introduction
Identify your data source and format
Choose how to serve data to machine learning workflows
Design a data ingestion solution
Exercise: Design a data ingestion strategy
Knowledge check
Summary
Design a machine learning model training solution
Introduction
Identify machine learning tasks
Choose a service to train a machine learning model
Decide between compute options
Exercise: Design a model training strategy
Knowledge check
Summary
Design a model deployment solution
Introduction
Understand how model will be consumed
Decide on real-time or batch deployment
Exercise - Design a deployment solution
Summary
Design a machine learning operations solution
Introduction
Explore an MLOps architecture
Design for monitoring
Design for retraining
Knowledge check
Summary
Design a machine learning solution at Microsoft Entry Requirements
- None
- Not mentioned
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