
Accelerate Model Training with PyTorch 2.X
Description
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Persons
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 Pontificia Universidade Catolica 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.
Content
Deconstructing the Training Process
Training Models Faster
Compiling the Model
Using Specialized Libraries
Building an Efficient Data Pipeline
Simplifying the Model
Adopting Mixed Precision
Distributed Training at a Glance
Training with Multiple CPUs
Training with Multiple GPUs
Training with Multiple Machines
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