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Cloud Native Machine Learning

人工智能, 英文图书, 软件  暂无评论 ⁄ 147 次阅读+
Description: Deploying a machine learning model into a fully realized production system usually requires painstaking work by an operations team creating and managing custom servers. Cloud Native Machine Learning helps you bridge that gap by using the pre-built services provided by cloud platforms like Azure and AWS to assemble your ML system’s infrastructure. Deploying a machine learning model into a fully realized production system usually requires painstaking wo...
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Introducing MLOps

英文图书, 软件  暂无评论 ⁄ 204 次阅读+
Book Description: More than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Some of the challenges and barriers to operationalization are technical, but others are organizational. Either way, the bottom line is that models not in production can’t provide business impact. This book introduces the key concepts of MLOps to help data scientists and application engineers not only operationalize ML models to d...
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Hands-on Question Answering Systems with BERT

人工智能, 英文图书, 软件  暂无评论 ⁄ 108 次阅读+
Description: Get hands-on knowledge of how BERT (Bidirectional Encoder Representations from Transformers) can be used to develop question answering (QA) systems by using natural language processing (NLP) and deep learning. The book begins with an overview of the technology landscape behind BERT. It takes you through the basics of NLP, including natural language understanding with tokenization, stemming, and lemmatization, and bag of words. Next, you’ll look at neu...
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Machine Learning for Kids

人工智能, 教育, 英文图书, 软件  暂无评论 ⁄ 342 次阅读+
Description: A hands-on, application-based introduction to machine learning and artificial intelligence (AI) that guides young readers through creating compelling AI-powered games and applications using the Scratch programming language. Machine learning (also known as ML) is one of the building blocks of AI, or artificial intelligence. AI is based on the idea that computers can learn on their own, with your help. Machine Learning for Kids will introduce you to ...
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Foundations of Machine Learning, 2nd Edition

人工智能, 英文图书, 软件  暂无评论 ⁄ 171 次阅读+
Book Description: A new edition of a graduate-level machine learning textbook that focuses on the analysis and theory of algorithms. This book is a general introduction to machine learning that can serve as a textbook for graduate students and a reference for researchers. It covers fundamental modern topics in machine learning while providing the theoretical basis and conceptual tools needed for the discussion and justification of algorithms. It also describes several ...
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Data Pipelines Pocket Reference

人工智能, 大数据  暂无评论 ⁄ 224 次阅读+
Book Description: Data pipelines are the foundation for success in data analytics and machine learning. Moving data from many diverse sources and processing it to provide context is the difference between having data and actually gaining value from it. This pocket reference defines data pipelines and explains how they work in today's modern data stack. You'll learn common considerations and key decision points when implementing pipelines, such as data pipeline...
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Machine Learning Design Patterns

人工智能, 英文图书, 软件  暂无评论 ⁄ 478 次阅读+
Book Description: The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem rep...
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Python for Probability, Statistics, and Machine Learning

人工智能, 英文图书, 软件  暂无评论 ⁄ 291 次阅读+
Book Description: This book covers the key ideas that link probability, statistics, and machine learning illustrated using Python modules in these areas.  The entire text, including all the figures and numerical results, is reproducible using the Python codes and their associated Jupyter/IPython notebooks, which are provided as supplementary downloads. The author develops key intuitions in machine learning by working meaningful examples using multiple analytical methods a...
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线性代数应该这样学第三版

人工智能, 自然科学  暂无评论 ⁄ 5,024 次阅读+
内容简介: 本书强调抽象的向量空间和线性映射, 内容涉及多项式、本征值、本征向量、内积空间、迹与行列式等. 本书在内容编排和处理方法上与国内通行的做法大不相同, 它完全抛开行列式, 采用更直接、更简捷的方法阐述了向量空间和线性算子的基本理论. 书中对一些术语、结论、数学家、证明思想和启示等做了注释, 不仅增加了趣味性, 还加强了读者对一些概念和思想方法的理解. 本书起点低, 无需线性代数方面的预备知识即可学习, 非常适合作为教材. 另外, 本书方法新颖, 非常值得相关教师和科研人员参考. ...
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神经网络与机器学习

人工智能, 软件  暂无评论 ⁄ 1,059 次阅读+
内容简介: 神经网络是计算智能和机器学习的重要分支,在诸多领域都取得了很大的成功。在众多神经网络著作中,影响最为广泛的是Simon Haykin的《神经网络原理》(第3版更名为《神经网络与机器学习》)。在本书中,作者结合近年来神经网络和机器学习的最新进展,从理论和实际应用出发,全面、系统地介绍了神经网络的基本模型、方法和技术,并将神经网络和机器学习有机地结合在一起。 本书不但注重对数学分析方法和理论的探讨,而且也非常关注神经网络在模式识别、信号处理以及控制系统等实际工程问题的...
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Python Machine Learning Case Studies

人工智能, 英文图书, 软件  暂无评论 ⁄ 965 次阅读+
Python Machine Learning Case Studies is published by Apress in November 2017. This book has 204 pages in English, ISBN-13 978-1484228227. Embrace machine learning approaches and Python to enable automatic rendering of rich insights and solve business problems. The book uses a hands-on case study-based approach to crack real-world applications to which machine learning concepts can be applied. These smarter machines will enable your business processes to achieve efficienci...
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Computer Vision with Python 3

人工智能, 英文图书, 软件  暂无评论 ⁄ 947 次阅读+
Computer Vision with Python 3 is published by in September 2017. This book has 325 pages in English, ISBN-13 978-1788299763. This book is a thorough guide for developers who want to get started with building computer vision applications using Python 3. The book is divided into five sections: The Fundamentals of Image Processing, Applied Computer Vision, Making Applications Smarter,Extending your Capabilities using OpenCV, and Getting Hands on. Throughout this book, three ...
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