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You're reading from  Simplify Big Data Analytics with Amazon EMR

Product typeBook
Published inMar 2022
PublisherPackt
ISBN-139781801071079
Edition1st Edition
Tools
AWS
Concepts
Big Data
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Author (1)
Sakti Mishra
Sakti Mishra
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Sakti Mishra

Sakti Mishra is an engineer, architect, author, and technology leader with over 16 years of experience in the IT industry. He is currently working as a senior data lab architect at Amazon Web Services (AWS). He is passionate about technologies and has expertise in big data, analytics, machine learning, artificial intelligence, graph networks, web/mobile applications, and cloud technologies such as AWS and Google Cloud Platform. Sakti has a bachelor’s degree in engineering and a master’s degree in business administration. He holds several certifications in Hadoop, Spark, AWS, and Google Cloud. He is also an author of multiple technology blogs, workshops, white papers and is a public speaker who represents AWS in various domains and events.
Read more about Sakti Mishra

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Machine learning frameworks available in EMR

There are several machine learning libraries or frameworks that you can configure in your EMR cluster. TensorFlow and MXNet are a couple of popular ones, which are available as applications that you can choose while creating the cluster.

Even though TensorFlow and MXNet are available as pre-configured machine learning frameworks in EMR, you do have the option to configure other alternatives such as PyTorch and Keras as custom libraries.

Now let's get an overview of the TensorFlow and MXNet applications in EMR.

TensorFlow

TensorFlow is an open source platform using which you can develop machine learning models. It provides tools, libraries, and a community of resources that will help researchers and data scientists to easily develop and deploy machine learning models.

TensorFlow has been available in EMR since the 5.17.0 release and the recent 6.3.0 release includes TensorFlow v2.4.1.

If you plan to configure TensorFlow...

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Simplify Big Data Analytics with Amazon EMR
Published in: Mar 2022Publisher: PacktISBN-13: 9781801071079
© 2022 Packt Publishing Limited All Rights Reserved

Author (1)

author image
Sakti Mishra

Sakti Mishra is an engineer, architect, author, and technology leader with over 16 years of experience in the IT industry. He is currently working as a senior data lab architect at Amazon Web Services (AWS). He is passionate about technologies and has expertise in big data, analytics, machine learning, artificial intelligence, graph networks, web/mobile applications, and cloud technologies such as AWS and Google Cloud Platform. Sakti has a bachelor’s degree in engineering and a master’s degree in business administration. He holds several certifications in Hadoop, Spark, AWS, and Google Cloud. He is also an author of multiple technology blogs, workshops, white papers and is a public speaker who represents AWS in various domains and events.
Read more about Sakti Mishra

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