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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
Authors (2):
Somanath Nanda Somanath Nanda
Profile icon Somanath Nanda
Weslley Moura Weslley Moura
Profile icon 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

Storing and transforming real-time data using Kinesis Data Firehose

There are a lot of use cases that require data to be streamed and stored for future analytics purposes. To overcome such problems, you can write a Kinesis consumer to read the Kinesis stream and store the data in S3. This solution needs an instance or a machine to run the code with the required access to read from the stream and write to S3. The other possible option would be to run a Lambda function that gets triggered on the putRecord or putRecords API made to the stream and reads the data from the stream to store in the S3 bucket:

  • To make this easy, Amazon provides a separate service called Kinesis Data Firehose. This can easily be plugged into a Kinesis data stream and will require essential IAM roles to write data into S3. It is a fully managed service to reduce the load of managing servers and code. It also supports loading the streamed data into Amazon Redshift, Elasticsearch, and Splunk. Kinesis Data...
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