Introduction to PyTorch and PyTorch Lightning

PyTorch is a Python library that allows to develop deep learning models with an imperative and “pythonic” programming style, thus simplifying their development and debugging. In this workshop we will discover the basics of the library and use it for a simple classification problem. We will then introduce the development framework, PyTorch Lightning, which, by further simplifying development in PyTorch, allows Data Scientists to iterate faster in finding the best Machine Learning models. At the end of the workshop we will see how to use PyTorch Lightning within a sophisticated cloud development environment such as Amazon SageMaker.

Mode

Virtual class

Program

  • Introduction to Deep Learning
  • Introduction to PyTorch
  • Training a Classification Model with PyTorch
  • From PyTorch to PyTorch Lightning
  • Running PyTorch Lightning in Amazon SageMaker

Workshop

Introduction to PyTorch and PyTorch Lightning

Rivolto a: System Administrators, developers, DevOps, CTO, Software Architects
Prerequisiti consigliati: Professional knowledge of Python3, Familiarity with the basics of Machine Learning (linear and logistic regression, training/validation/test datasets, evaluation metrics), Basic knowledge of Amazon Web Services
Durata: 3 hours
CHIEDI INFORMAZIONI



Workshop

Introduction to PyTorch and PyTorch Lightning

Rivolto a: System Administrators, developers, DevOps, CTO, Software Architects
Prerequisiti consigliati: Professional knowledge of Python3, Familiarity with the basics of Machine Learning (linear and logistic regression, training/validation/test datasets, evaluation metrics), Basic knowledge of Amazon Web Services
Durata: 3 hours
CHIEDI INFORMAZIONI



Introduction to PyTorch and PyTorch Lightning

PyTorch is a Python library that allows to develop deep learning models with an imperative and “pythonic” programming style, thus simplifying their development and debugging. In this workshop we will discover the basics of the library and use it for a simple classification problem. We will then introduce the development framework, PyTorch Lightning, which, by further simplifying development in PyTorch, allows Data Scientists to iterate faster in finding the best Machine Learning models. At the end of the workshop we will see how to use PyTorch Lightning within a sophisticated cloud development environment such as Amazon SageMaker.

Mode

Virtual class

Program

  • Introduction to Deep Learning
  • Introduction to PyTorch
  • Training a Classification Model with PyTorch
  • From PyTorch to PyTorch Lightning
  • Running PyTorch Lightning in Amazon SageMaker
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