AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide

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AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide

AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide


This eBook includes

Formats : PDF (Read Only)

Pages : 338

ISBN : 9781800568433

Language : English

About the Book

Book description

Prepare to achieve AWS Machine Learning Specialty certification with this complete, up-to-date guide and take the exam with confidence

Key Features

  • Get to grips with core machine learning algorithms along with AWS implementation
  • Build model training and inference pipelines and deploy machine learning models to the Amazon Web Services (AWS) cloud
  • Learn all about the AWS services available for machine learning in order to pass the MLS-C01 exam

Book Description

The AWS Certified Machine Learning Specialty exam tests your competency to perform machine learning (ML) on AWS infrastructure. This book covers the entire exam syllabus using practical examples to help you with your real-world machine learning projects on AWS.

Starting with an introduction to machine learning on AWS, you'll learn the fundamentals of machine learning and explore important AWS services for artificial intelligence (AI). You'll then see how to prepare data for machine learning and discover a wide variety of techniques for data manipulation and transformation for different types of variables. The book also shows you how to handle missing data and outliers and takes you through various machine learning tasks such as classification, regression, clustering, forecasting, anomaly detection, text mining, and image processing, along with the specific ML algorithms you need to know to pass the exam. Finally, you'll explore model evaluation, optimization, and deployment and get to grips with deploying models in a production environment and monitoring them.

By the end of this book, you'll have gained knowledge of the key challenges in machine learning and the solutions that AWS has released for each of them, along with the tools, methods, and techniques commonly used in each domain of AWS ML.

Who this book is for

This AWS book is for professionals and students who want to prepare for and pass the AWS Certified Machine Learning Specialty exam or gain deeper knowledge of machine learning with a special focus on AWS. Beginner-level knowledge of machine learning and AWS services is necessary before getting started with this book.


  • Understand all four domains covered in the exam, along with types of questions, exam duration, and scoring
  • Become well-versed with machine learning terminologies, methodologies, frameworks, and the different AWS services for machine learning
  • Get to grips with data preparation and using AWS services for batch and real-time data processing
  • Explore the built-in machine learning algorithms in AWS and build and deploy your own models
  • Evaluate machine learning models and tune hyperparameters
  • Deploy machine learning models with the AWS infrastructure
AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide

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Author Details

Packt Publishing

Packt Publishing

Founded in 2004 in Birmingham, UK, Packt's mission is to help the world put software to work in new ways, through the delivery of effective learning and information services to IT professionals.

Working towards that vision, we have published over 6,500 books and videos so far, providing IT professionals with the actionable knowledge they need to get the job done - whether that's specific learning on an emerging technology or optimizing key skills in more established tools.

As part of our mission, we have also awarded over $1,000,000 through our Open Source Project Royalty scheme, helping numerous projects become household names along the way.

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