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Machine Learning with Go Quick Start Guide

You're reading from   Machine Learning with Go Quick Start Guide Hands-on techniques for building supervised and unsupervised machine learning workflows

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Product type Paperback
Published in May 2019
Publisher Packt
ISBN-13 9781838550356
Length 168 pages
Edition 1st Edition
Languages
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Authors (2):
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Michael Bironneau Michael Bironneau
Author Profile Icon Michael Bironneau
Michael Bironneau
Toby Coleman Toby Coleman
Author Profile Icon Toby Coleman
Toby Coleman
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Toc

Deciding when to adopt a polyglot approach

As we have seen in the previous chapters, the Go ecosystem provides ample opportunities to solve machine learning problems natively. However, being obstinate in requiring the solution to remain pure-Go can lead to increased development time or even reduced training performance, as other, more specialized ML libraries can provide higher-level APIs or performance optimizations that have not been implemented in the corresponding Go libraries yet.

A good example of both is the Python ML library, Keras. The aim of this library is to provide a high-level API that allows the author to perform a wide range of ML tasks, such as data preprocessing, model training, model validation, and persistence. Its abstractions have concrete implementations in various backends, such as TensorFlow, which are known to be extremely performant. For these reasons...

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