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You're reading from  Accelerate Model Training with PyTorch 2.X

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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What do you mean by compiling?

As a programmer, you will immediately assign the term “compiling” to the process of building a program or application from the source code. Although the complete building process comprises additional phases, such as generating assembly code and linking it to libraries and other objects, it is reasonable to think that way. However, at first glance, it may be a bit confusing to think about the compiling process in the context of this book since we are talking about Python. After all, Python is not a compiled language; it is an interpreted language, and thus, no compiling is involved.

Note

It is important to clarify that Python uses compiled functions for performance purposes, though it is primarily an interpreted language.

That said, what is the meaning of compiling a model? Before answering this question, we must understand the two execution modes of machine learning frameworks. Follow me to the next section.

Execution modes

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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