HomeCoursesDesigning Machine/Deep Learning Models Using Azure CLI
Intermediate
10h
Updated 5 months ago
Designing Machine/Deep Learning Models Using Azure CLI
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Gain insights into Azure basics, build ML/deep learning pipelines, manage deployments, and analyze models ethically with responsible AI, ensuring fairness and bias mitigation.
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In this course, you will start your journey by gaining a comprehensive understanding of the basics of Azure, including creating and managing Azure resources, and setting up the Azure CLI environment.
Next, you will learn how to build Azure Machine Learning pipelines from scratch. Then, you’ll delve into deep learning and distributed deep learning pipelines. You’ll learn how to manage the deployment and scheduling of these models. You’ll also cover the complete model management strategies. Finally, the course will cover model analysis using responsible AI, teaching how to identify and mitigate potential biases in models and ensuring that models are ethical and fair. You’ll also learn how to analyze the models and identify potential areas for improvement.
By the end of this course, you’ll have a comprehensive understanding of Azure Machine Learning, including how to build complex pipelines, deploy models using online/batch methods, and manage and analyze models using tools like MLflow and responsible AI.
In this course, you will start your journey by gaining a comprehensive understanding of the basics of Azure, including creating ...Show More
WHAT YOU'LL LEARN
A working knowledge of Azure CLI for machine/deep learning
Hands-on experience building and scheduling machine/deep learning pipelines
The ability to deploy deep learning models using distributed training
An understanding of MLflow integration with Azure Machine Learning
A working knowledge of responsible AI using Azure Machine Learning
A working knowledge of Azure CLI for machine/deep learning
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TAKEAWAY SKILLS
Cloud Deployment
Machine learning fundamentals
Deep learning basics
Content
34 Lessons3 Projects3 Quizzes
1.
Introduction
3 Lessons
Learn how to use Azure's services, CLI tools, and comprehensive machine learning capabilities.
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