May 2024
Intermediate to advanced
212 pages
3h 23m
Chinese
Content preview from PyTorch深度学习Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
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在过去的几年里，我一直与Vishnu Subramanian共事。Vishnu给人的印象是一位热情的技术分析专家，他具备达到卓越所需的严谨性。他对大数据、机器学习、人工智能的观点很有见地，并对问题和解决办法的前景进行了分析和评价。由于与他关系密切，我很高兴能以Affine首席执行官的身份为本书作序。
要想更成功地为财富500强客户提供深度学习解决方案，显然需要快速的原型设计。PyTorch允许对分析中的项目进行快速原型化，而不必过于担心框架的复杂性。借助于能更快交付解决方案的框架，开发人员的能力将发挥到极致。作为一名提供高级分析解决方案的企业家，在团队中建立这种能力是我的首要目标。本书中，Vishnu将带领读者了解使用PyTorch构建深度学习解决方案的基本知识，同时帮助读者建立一种面向现代深度学习技术的思维模式。
本书前半部分介绍了深层学习和PyTorch的几个基本构造块，还介绍了关键的概念，如过拟合、欠拟合以及有助于处理这些问题的技术。
在本书后半部分，Vishnu介绍了最新的概念，如CNN、RNN、使用预卷积特征的LSTM迁移学习、一维卷积，以及如何应用这些技术的真实案例。最后两章介绍了现代深度学习体系结构，如Inception、ResNet、DenseNet模型和它们的集成，以及生成网络如风格迁移、GAN和语言建模等。
因为有了所有这些实用案例和详细的解释，对想要精通深度学习的读者，本书无疑是最佳的图书之一。今天，技术发展的速度是无与伦比的。对于期待开发成熟的深度学习解决方案的读者，我想指出的是，合适的框架也会推动合适的思维方式。
祝本书所有读者可以快乐地探索新世界！
祝Vishnu和本书取得巨大的成功，此乃实至名归。
Manas Agarwal
Affine Analytics公司联合创始人兼CEO ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.