Koerner, Christoph
Mastering Azure Machine Learning: Perform large-scale end-to-end advanced machine learning in the cloud with Microsoft Azure Machine Learning
- ISBN 13:
- 9781789807554
- author:
- Koerner, Christoph
- format:
- Paperback / softback
- publisher:
- Packt Publishing Limited
- language:
- English
- Publication Year:
- 2020
- Pages:
- 436
- Dimensions:
- 23.5 x 19.1 x 2.3 centimetres (0
- Genre:
- Computers, Special Topics, Information Technology,
- Condition:
- New
- Availability:
- Item usually sent within 5 working days
Description
Build scalable machine learning models and pipelines in Azure with expert techniques. This comprehensive guide covers advanced analytics, deep learning models, and MLOps using TensorFlow, Spark, and Kubernetes. You'll learn how to choose the right Azure service for different ML tasks, implement data experimentation and feature engineering, and train, optimize, and tune models using Azure Automated Machine Learning and HyperDrive. The book also explores deployment and monitoring techniques using Azure Kubernetes Services with Azure Machine Learning. By mastering these skills, you'll be able to automate your machine learning process as a CI/CD pipeline, making it easier to deploy and monitor your models in the cloud.