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AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide - The definitive guide to passing the MLS-C01 exam on the very first attempt (Paperback)
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AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide - The definitive guide to passing the MLS-C01 exam on the very first attempt (Paperback)
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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 DescriptionThe 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. What you will
learn 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 Who this book is forThis 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.
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