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Practical Machine Learning with AWS
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Practical Machine Learning with AWS : Process, Build, Deploy, and Productionize Your Models Using AWS

1st ed.

Book Details

Format Paperback / Softback
ISBN-10 1484262212
ISBN-13 9781484262214
Edition 1st ed.
Publisher APress
Imprint APress
Country of Manufacture GB
Country of Publication GB
Publication Date Nov 24th, 2020
Print length 241 Pages
Weight 492 grams
Dimensions 17.60 x 25.50 x 1.70 cms
Ksh 11,700.00
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Successfully build, tune, deploy, and productionize any machine learning model, and know how to automate the process from data processing to deployment. 

This book is divided into three parts. Part I introduces basic cloud concepts and terminologies related to AWS services such as S3, EC2, Identity Access Management, Roles, Load Balancer, and Cloud Formation. It also covers cloud security topics such as AWS Compliance and artifacts, and the AWS Shield and CloudWatch monitoring service built for developers and DevOps engineers. Part II covers machine learning in AWS using SageMaker, which gives developers and data scientists the ability to build, train, and deploy machine learning models. Part III explores other AWS services such as Amazon Comprehend (a natural language processing service that uses machine learning to find insights and relationships in text), Amazon Forecast (helps you deliver accurate forecasts), and Amazon Textract.

By the end of the book, you will understand the machine learning pipeline and how to execute any machine learning model using AWS. The book will also help you prepare for the AWS Certified Machine Learning-Specialty certification exam.


What You Will Learn
  • Be familiar with the different machine learning services offered by AWS 
  • Understand S3, EC2, Identity Access Management, and Cloud Formation
  • Understand SageMaker, Amazon Comprehend, and Amazon Forecast
  • Execute live projects: from the pre-processing phase to deployment on AWS

Who This Book Is For

Machine learning engineers who want to learn AWS machine learning services, and acquire an AWS machine learning specialty certification



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