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Product typeBook
Published inApr 2024
Reading LevelIntermediate
PublisherPackt
ISBN-139781805120100
Edition1st Edition
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Maicon Melo Alves
Maicon Melo Alves
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Maicon Melo Alves

Dr. Maicon Melo Alves is a senior system analyst and academic professor specialized in High Performance Computing (HPC) systems. In the last five years, he got interested in understanding how HPC systems have been used to leverage Artificial Intelligence applications. To better understand this topic, he completed in 2021 the MBA in Data Science of Pontifícia Universidade Católica of Rio de Janeiro (PUC-RIO). He has over 25 years of experience in IT infrastructure and, since 2006, he works with HPC systems at Petrobras, the Brazilian energy state company. He obtained his D.Sc. degree in Computer Science from the Fluminense Federal University (UFF) in 2018 and possesses three published books and publications in international journals of HPC area.
Read more about Maicon Melo Alves

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Optimizing Intel CPU with IPEX

IPEX stands for Intel extension for PyTorch and is a set of libraries and tools provided by Intel to accelerate the training and inference of machine learning models.

IPEX is a clear sign by Intel of highlighting the relevance of PyTorch among machine learning frameworks. After all, Intel has invested a lot of energy and resources in designing and maintaining an API specially created for PyTorch.

It is interesting to say that IPEX strongly relies on libraries provided by the Intel oneAPI toolset. oneAPI contains libraries and tools specific for machine learning applications, such as oneDNN, and other ones to accelerate applications, such as oneTBB, in general.

Important note

The complete code shown in this section is available at https://github.com/PacktPublishing/Accelerate-Model-Training-with-PyTorch-2.X/blob/main/code/chapter04/baseline-densenet121_cifar10.ipynb and https://github.com/PacktPublishing/Accelerate-Model-Training-with-PyTorch...

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Accelerate Model Training with PyTorch 2.X
Published in: Apr 2024Publisher: PacktISBN-13: 9781805120100

Author (1)

author image
Maicon Melo Alves

Dr. Maicon Melo Alves is a senior system analyst and academic professor specialized in High Performance Computing (HPC) systems. In the last five years, he got interested in understanding how HPC systems have been used to leverage Artificial Intelligence applications. To better understand this topic, he completed in 2021 the MBA in Data Science of Pontifícia Universidade Católica of Rio de Janeiro (PUC-RIO). He has over 25 years of experience in IT infrastructure and, since 2006, he works with HPC systems at Petrobras, the Brazilian energy state company. He obtained his D.Sc. degree in Computer Science from the Fluminense Federal University (UFF) in 2018 and possesses three published books and publications in international journals of HPC area.
Read more about Maicon Melo Alves