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生成式深度学习,第二版
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生成式深度学习,第二版

by David Foster
May 2025
Intermediate to advanced
456 pages
5h 50m
Chinese
O'Reilly Media, Inc.
Content preview from 生成式深度学习,第二版

第一部分 生成式深度学习简介

第一部分是对生成式建模和深度学习的总体介绍--要开始学习生成式深度学习,我们需要了解这两个领域!

第 1 章中,我们将定义生成模型,并通过一个玩具示例来理解对所有生成模型都很重要的一些关键概念。我们还将对生成模型族进行分类,并在本书的第二部分进行探讨。

第 2 章为我们提供了开始构建更复杂的生成模型所需的深度学习工具和技术指南。特别是,我们将使用 Keras 构建第一个深度神经网络实例--多层感知器(MLP)。然后,我们将对其进行调整,加入卷积层和其他改进,以观察性能上的差异。

第一部分结束时,你将对本书后半部分所有技术的核心概念有一个很好的理解。

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Publisher Resources

ISBN: 9798341656703