深度学习 花书 pdf 全文内容分享

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深度学习是一本为深度学习领域奠定基础的经典教科书,由伊恩·古德费罗、约舒亚·本吉奥和阿龙·库维尔三位世界著名专家编写。本书的内容包括三个部分:第一部分介绍了基本的数学工具和机器学习的概念,这是深入学习的预备知识;第二部分系统深入地阐述了成熟的深度学习方法和技术;第三部分探讨了一些前瞻性的方向和思路,认为这些是今后深入研究的重点。

深度学习适用于各类读者,包括相关专业的大学生或研究生,以及不具备机器学习或统计背景,但希望快速补充深度学习知识以应用于实际产品或平台的软件工程师。

Deep learning, written by three world-renowned experts, Ian Goodfellow, yoshua bengio and Aaron Courville, is a classic textbook laying the foundation in the field of deep learning. The content of the book includes three parts: the first part introduces the basic mathematical tools and the concept of machine learning, which are the preparatory knowledge for deep learning; The second part systematically and deeply explains the mature deep learning methods and technologies; Part 3 discusses some forward-looking directions and ideas, which are recognized as the research focus of in-depth learning in the future.

Deep learning is suitable for all kinds of readers, including college students or graduate students in related majors, and software engineers who do not have machine learning or statistical background but want to quickly supplement deep learning knowledge for application in actual products or platforms.

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