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You're reading from  AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide

Product typeBook
Published inMar 2021
Reading LevelBeginner
PublisherPackt
ISBN-139781800569003
Edition1st Edition
Languages
Python
Tools
Azure Functions
Concepts
Machine Learning
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Authors (2):
Somanath Nanda
Somanath Nanda
author image
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.
Read more about Somanath Nanda

Weslley Moura
Weslley Moura
author image
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.
Read more about Weslley Moura

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Textual analysis

Modern applications use Natural Language Processing (NLP) for several purposes, such as text translation, document classifications, web search, named entity recognition (NER), and many others.

AWS offers a suite of algorithms for most NLP use cases. In the next few subsections, we will have a look at these built-in algorithms for textual analysis.

Blazing Text algorithm

Blazing Text does two different types of tasks: text classification, which is a supervised learning approach that extends the fastText text classifier, and word2vec, which is an unsupervised learning algorithm.

The Blazing Text's implementations of these two algorithms are optimized to run on large datasets. For example, you can train a model on top of billions of words in a few minutes.

This scalability aspect of Blazing Text is possible due to the following:

  • Its ability to use multi-core CPUs and a single GPU to accelerate text classification
  • Its ability to use multi...
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AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide
Published in: Mar 2021Publisher: PacktISBN-13: 9781800569003
© 2021 Packt Publishing Limited All Rights Reserved

Authors (2)

author image
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.
Read more about Somanath Nanda

author image
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.
Read more about Weslley Moura

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