Designing Machine/Deep Learning Models Using Azure CLI

The course enables the engineers/data scientist to build and deploy machine learning models into the Azure cloud, just by using Azure CLI commands.

Intermediate

34 Lessons

10h

Certificate of Completion

The course enables the engineers/data scientist to build and deploy machine learning models into the Azure cloud, just by using Azure CLI commands.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

3 Projects

83 Playgrounds

This course includes

3 Projects

83 Playgrounds

Course Overview

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 cou...Show More

TAKEAWAY SKILLS

Cloud Deployment

Machine Learning Fundamentals

Deep Learning Basics

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

What You'll Learn

A working knowledge of Azure CLI for machine/deep learning

Course Content

Introduction

Introduction to Azure

Introduction to Azure CLI

Introduction to Azure Machine Learning

Getting Started

Creating a Microsoft Account Signing Up With Azure

Azure CLI Commands Help Quiz on Azure Installations

Creating Azure Resources

YAML For Azure ML Creating a Resource Group Creating a Workspace Creating a Virtual Machine Creating a Compute Creating an Environment Creating Storage Quiz for Creating Azure Resources

Building Azure ML Pipeline

Managing Datasets Creating a Job Training an ML Model Sweep Parameters Managing the ML Model Creating an E2E ML Pipeline

Building a diabetes model pipeline

Project

Service Deployment

Endpoints and Deployment Batch Deployment Online Deployment Testing the Deployment Managing the Deployments Quiz on Deployment

Creating a Deep Learning Pipeline

5 Lessons

Detect Posture Project

Project

Conclusion

1 Lesson

Appendix

1 Lesson

Sentiment Analysis Using Natural Language Processing

Project

Course Author

Trusted by 1.4 million developers working at companies

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

Evan Dunbar

ML Engineer

Carlos Matias La Borde

Software Developer

Souvik Kundu

Front-end Developer

Vinay Krishnaiah

Software Developer

Eric Downs

Musician/Entrepeneur

Kenan Eyvazov

DevOps Engineer

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

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