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AWS Certified Machine Learning - Specialty (MLS-C01) Certification Guide - Second Edition

You're reading from AWS Certified Machine Learning - Specialty (MLS-C01) Certification Guide - Second Edition

Product type Book

Published in Feb 2024

Publisher Packt

ISBN-13 9781835082201

Pages 342 pages

Edition 2nd Edition

Languages

Concepts

Machine Learning

Authors (2):

Somanath Nanda

Weslley Moura

View More author details

Table of Contents (13) Chapters

Preface

1. Chapter 1: Machine Learning Fundamentals

2. Chapter 2: AWS Services for Data Storage

3. Chapter 3: AWS Services for Data Migration and Processing

4. Chapter 4: Data Preparation and Transformation

5. Chapter 5: Data Understanding and Visualization

6. Chapter 6: Applying Machine Learning Algorithms

7. Chapter 7: Evaluating and Optimizing Models

8. Chapter 8: AWS Application Services for AI/ML

9. Chapter 9: Amazon SageMaker Modeling

10. Chapter 10: Model Deployment

11. Chapter 11: Accessing the Online Practice Resources

12. Other Books You May Enjoy

Using other types of data stores

Elastic Block Store (EBS) is used to create volumes in an Availability Zone. The volume can only be attached to an EC2 instance in the same Availability Zone. Amazon EBS provides both Solid-State Drive (SSD) and Hard Disk Drive (HDD) types of volumes. For SSD-based volumes, the dominant performance attribute is Input-Output Per Second (IOPS), and for HDD it is throughput, which is generally measured as MiB/s. You can choose between different volume types, such as General Purpose SSD (gp2), Provisioned IOPS SSD (io1), or Throughput Optimized HDD (st1), depending on your requirements. Provisioned IOPS volumes are often used for high-performance workloads, such as deep learning training, where low latency and high throughput are critical. Table 2.1 provides an overview of the different volumes and types:

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Authors (2)

Somanath Nanda

Somanath has 10 years of working experience in IT industry which includes Prod development, Devops, Design and architect products from end to end. He has also worked at AWS as a Big Data Engineer for about 2 years.

See other products by Somanath Nanda

Weslley Moura

Weslley Moura has been developing data products for the past decade. At his recent roles, he has been influencing data strategy and leading data teams into the urban logistics and blockchain industries.

See other products by Weslley Moura

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Volume Types	Use cases
General Purpose SSD (gp2...