4.5
Intermediate
10h
Designing Machine/Deep Learning Models Using Azure CLI
Gain insights into Azure basics, build ML/deep learning pipelines, manage deployments, and analyze models ethically with responsible AI, ensuring fairness and bias mitigation.
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
Show more
TAKEAWAY SKILLS
Content
1.
Introduction
3 Lessons
Learn how to use Azure's services, CLI tools, and comprehensive machine learning capabilities.
2.
Getting Started
4 Lessons
Look at setting up Microsoft and Azure accounts and using Azure CLI commands.
3.
Creating Azure Resources
8 Lessons
Work your way through creating Azure resources, including YAML, resource groups, VMs, and storage.
4.
Building Azure ML Pipeline
6 Lessons
Grasp the fundamentals of creating Azure ML pipelines, managing datasets, and optimizing models.
5.
Service Deployment
6 Lessons
Take a closer look at deploying, testing, and managing machine learning models in Azure.
6.
Creating a Deep Learning Pipeline
5 Lessons
Follow the process of creating and deploying efficient and equitable deep learning models on Azure.
7.
Conclusion
1 Lessons
Build on Azure ML's features for pipelines, cost management, reproducibility, and Responsible AI.
8.
Appendix
1 Lessons
Learn how to use Azure CLI setup and installation across different operating systems.
Certificate of Completion
Showcase your accomplishment by sharing your certificate of completion.
Course Author:
Developed by MAANG Engineers
Trusted by 2.8 million developers working at companies
"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"
Anthony Walker
@_webarchitect_
"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"
Evan Dunbar
ML Engineer
"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."
Software Developer
Carlos Matias La Borde
"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"
Souvik Kundu
Front-end Developer
"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."
Vinay Krishnaiah
Software Developer
Hands-on Learning Powered by AI
See how Educative uses AI to make your learning more immersive than ever before.
AI Prompt
Code Feedback
Explain with AI
AI Code Mentor
Free Resources
