Название: Make Your First GAN With PyTorch Автор: Tariq Rashid Издательство: Independently published Год: 2020 Формат: PDF Страниц: 207 Размер: 33,2 Mb Язык: English
A gentle introduction to Generative Adversarial Networks, and a practical step-by-step tutorial on making your own with PyTorch. This beginner-friendly guide will give you hands-on experience: learning PyTorch basics developing your first PyTorch neural network exploring neural network refinements to improve performance introduce CUDA GPU acceleration
It will introduce GANs, one of the most exciting areas of machine learning:
introducing the concept step-by-step, in plain English coding the simplest GAN to develop a good workflow growing our confidence with an MNIST GAN progressing to develop a GAN to generate full-colour human faces experiencing how GANs fail, exploring remedies and improving GAN performance and stability
Beyond the very basics, readers can explore more sophisticated GANs:
convolutional GANs for generated higher quality images conditional GANs for generated images of a desired class
The appendices will be useful for students of machine learning as they explain themes often skipped over in many courses:
calculating ideal loss values for balanced GANs probability distributions and sampling them to create images carefully chosen examples illustrating how convolutions work a brief explanation of why gradient descent isn't suited to adversarial machine learning
All code is available publicly as open source on github.
Уважаемый посетитель, Вы зашли на сайт как незарегистрированный пользователь.
С этой публикацией часто скачивают:
Generative Adversarial Networks with Python Название: Generative Adversarial Networks with Python Автор: Jason Brownlee Издательство: Jason Brownlee Год: 2019 Формат: PDF Страниц: 654 Размер:...
PyTorch Recipes: A Problem-Solution Approach Название: PyTorch Recipes: A Problem-Solution Approach Автор: Pradeepta Mishra Издательство: Apress Год: 2019 Язык: английский Формат: pdf (true),...
Make Your Own Neural Network Название: Make Your Own Neural Network Автор: Tariq Rashid Издательство: CreateSpace Год: 2016 Страниц: 222 Формат: True PDF, EPUB, MOBI Размер: 28...
Информация
Посетители, находящиеся в группе Гости, не могут оставлять комментарии к данной публикации.
Навигация
Вход на сайт
Реклама
Make Your First GAN With PyTorch 
