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You're reading from  Modern Data Architecture on AWS

Product typeBook
Published inAug 2023
PublisherPackt
ISBN-139781801813396
Edition1st Edition
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Behram Irani
Behram Irani
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Behram Irani

Behram Irani is currently a technology leader with Amazon Web Services (AWS) specializing in data, analytics and AI/ML. He has spent over 18 years in the tech industry helping organizations, from start-ups to large-scale enterprises, modernize their data platforms. In the last 6 years working at AWS, Behram has been a thought leader in the data, analytics and AI/ML space; publishing multiple papers and leading the digital transformation efforts for many organizations across the globe. Behram has completed his Bachelor of Engineering in Computer Science from the University of Pune and has an MBA degree from the University of Florida.
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AWS AI/ML services overview

AWS provides a very broad set of AI/ML services, right from specialized infrastructure and ML frameworks that allow ML engineers to custom train their ML models and deploy them on custom hardware. This includes ML frameworks such as PyTorch, TensorFlow, and Apache MXNet. ML infrastructure often requires plenty of CPU and GPU power. AWS provides many types of Amazon Elastic Compute Cloud (Amazon EC2) instances such as the P3 and Trn1 instances that are suitable for ML training. AWS also provides ML accelerators such as AWS Trainium for DL training and AWS Inferentia for high-performance ML inferences.

The next layer of services revolves around ML. AWS ML services are created specifically keeping in mind many of the barriers to ML adoption. In order to democratize ML, it is essential to have different services geared toward different personas in the organization. For the same reason, AWS has created ML services that can help multiple personas, even those...

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Modern Data Architecture on AWS
Published in: Aug 2023Publisher: PacktISBN-13: 9781801813396

Author (1)

author image
Behram Irani

Behram Irani is currently a technology leader with Amazon Web Services (AWS) specializing in data, analytics and AI/ML. He has spent over 18 years in the tech industry helping organizations, from start-ups to large-scale enterprises, modernize their data platforms. In the last 6 years working at AWS, Behram has been a thought leader in the data, analytics and AI/ML space; publishing multiple papers and leading the digital transformation efforts for many organizations across the globe. Behram has completed his Bachelor of Engineering in Computer Science from the University of Pune and has an MBA degree from the University of Florida.
Read more about Behram Irani