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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

Speech to text with Amazon Transcribe

In the previous section, you learned about text to speech. In this section, you will learn about speech to text and the service that provides it: Amazon Transcribe. It is an automatic speech recognition service that uses pre-trained deep learning models, which means that you do not have to train on petabytes of data to produce a model; Amazon does this for us. You just have to use the APIs that are available to transcribe audio files or video files; it supports a number of different languages and custom vocabulary too. Accuracy is the key, and through custom vocabulary, you can enhance it based on the desired domain or industry:

Figure 8.10 – Block diagram of Amazon Transcribe’s input and output

Figure 8.10 – Block diagram of Amazon Transcribe’s input and output

Some common uses of Amazon Transcribe include the following:

  • Real-time audio streaming and transcription
  • Transcripting pre-recorded audio files
  • Enable text searching from a media file by combining...
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