Download address:Deep learning and TensorFlow materials | in a formal way
Content Introduction
This book basically independent volume, suitable for zero foundation beginners.
Basic chapter (Chapter 1-3) explains the context knowledge of machine learning, deep learning and practice, such as basic machine learning and deep learning algorithm, security and configuration of TensorFlow framework, simple deep learning practice. This text is a cornerstone of reading and practice.
Principles and Practice (Chapter 4 ~ 8) introduces the mathematical principles and engineering implementation principles of the “old” deep learning network. Especially chapter 4, if you can basically understand the problems behind the network implementation can be solved. It covers the structure, thought, training and use of BP network, CNN and RNN, as well as some common comprehensive problems. This paper is the focus and difficulty of deep learning. The author helps readers reduce the learning curve greatly through a large number of examples, reasoning and implementation.
The extension (chapters 9-13) introduces some of the network variants and some of the newer network features, including deep residual networks, restricted Boltzmann machines, reinforcement learning, and adversation learning, which are the key to further learning and practice. Finally, some interesting applications of deep learning are given: face recognition, shiji, master style image processing, interesting and useful.
About the author · · · ·
Gao Yang, senior big data expert of Huanju, used to be big data architect of Kingsoft xishanju. I have years of experience in server-side development (years of working experience in Japan and Australia), and years of experience in big data architecture design, data analysis and processing. Currently, I am responsible for the research related to deep learning implementation in The Live Broadcast Department of Huanju Times. Excel in traditional machine learning, deep learning, data modeling, relational database applications and big data framework applications.
Wei Zheng, software architect of YY Entertainment Division, used to be software architect of Xishanju. Years of experience in software development and architecture, proficient in C/C++, Python, Golang, JavaScript and other programming languages, in recent years, focus on data processing, machine learning and deep learning algorithm research, audio and video graphics and image processing, application and service development. Responsible for the architecture and research and development of audio and video transcoding platform in the platform Architecture Department of Sina.com, and providing online video viewing services for Sina Weibo, Sina Micro Disk, miaopai, etc. Lecturing on MOOCs, InfoQ, Maxb, 51CTO, etc.
Wan Juan, UI designer of Huawei in Shenzhen, used to work as UI designer of Astral Disk Technology Co., LTD. She has unique knowledge of VI design, packaging, poster design, commercial illustration, App interaction, web design, etc. Participated in UI design of smart home and smart speaker projects for many times. He has participated in many international and national art and industrial design competitions and won awards. Love painting since childhood, ideal is to open a studio of their own.
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