Book

Mastering Azure Machine Learning

This updated second edition of Mastering Azure Machine Learning is a critically timed book. It builds upon simple and advanced NLP techniques, ML models such as boosted trees, deep neural network architectures, and more to help you leverage the power of Azure Machine Learning Services.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

20h48m

Language

English

About Book

Who Is This Book For?

This book is for machine learning engineers, data scientists, and machine learning developers who want to use the Microsoft Azure cloud to manage their datasets and machine learning experiments and build an enterprise-grade ML architecture using MLOps. This book will also help anyone interested in machine learning to explore important steps of the ML process and use Azure Machine Learning to support them, along with building powerful ML cloud applications. A basic understanding of Python and knowledge of machine learning are recommended.

Book content

chapters 20h48m total length

Understanding the End-to-End Machine Learning Process

Choosing the Right Machine Learning Service in Azure

Preparing the Azure Machine Learning Workspace

Ingesting Data and Managing Datasets

Performing Data Analysis and Visualization

Feature Engineering and Labeling

Advanced Feature Extraction with NLP

Azure Machine Learning Pipelines

Building ML Models Using Azure Machine Learning

Training Deep Neural Networks on Azure

Hyperparameter Tuning and Automated Machine Learning

Distributed Machine Learning on Azure

Building a Recommendation Engine in Azure

Model Deployment, Endpoints, and Operations

Model Interoperability, Hardware Optimization, and Integrations

Bringing Models into Production with MLOps

Preparing for a Successful ML Journey

Related Resources

Access Ready-to-Use Books for Free!

Get instant access to a library of pre-built books—free trial, no credit card required. Start training your team in minutes!

No credit card required