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Practical Machine Learning for Computer Vision

人工智能, 英文图书, 软件  暂无评论 ⁄ 21 次阅读+
Description: By using machine learning models to extract information from images, organizations today are making breakthroughs in healthcare, manufacturing, retail, and other industries. This practical book shows ML engineers and data scientists how to solve a variety of image problems including classification, object detection, autoencoders, image generation, counting, and captioning with proven ML techniques. Google engineers Valliappa Lakshmanan, Martin Garner, ...
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Practical MLOps: Operationalizing Machine Learning Models

人工智能, 英文图书, 软件  暂无评论 ⁄ 55 次阅读+
Description: Getting your models into production is the fundamental challenge of machine learning. MLOps offers a set of proven principles aimed at solving this problem in a reliable and automated way. This insightful guide takes you through what MLOps is (and how it differs from DevOps) and shows you how to put it into practice to operationalize your machine learning models. Current and aspiring machine learning engineers–or anyone familiar with data science and ...
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Machine Learning: A Bayesian and Optimization Perspective...

人工智能, 英文图书, 软件  暂无评论 ⁄ 108 次阅读+
Description: Machine Learning: A Bayesian and Optimization Perspective, 2nd edition, gives a unified perspective on machine learning by covering both pillars of supervised learning, namely regression and classification. The book starts with the basics, including mean square, least squares and maximum likelihood methods, ridge regression, Bayesian decision theory classification, logistic regression, and decision trees. It then progresses to more recent techniques, coveri...
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暗知识:机器认知如何颠覆商业和社会

人工智能, 科技  暂无评论 ⁄ 186 次阅读+
内容简介: AlphaGo战胜了世界围棋冠军,但无论是聂卫平还是设计AlphaGo的谷歌工程师都无法理解AlphaGo为什么这样走棋,这就是人工智能中令人困惑的“不可解释性”问题。作者从这个问题出发,发现了一类全新的知识——“暗知识”。 一直以来人类的知识可以分为两类:“明知识”和“默知识”。明知识就是那些可以用语言、文字或公式清晰表达和描述的知识;默知识则是个人在感觉上能把握但无法清晰描述的知识,也即我们常说的“只可意会,不可言传”的那类知识。今天,人工智能突然发掘出了人类既无法感受又无法表达...
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智能时代:大数据与智能革命重新定义未来

人工智能, 大数据, 科技  暂无评论 ⁄ 281 次阅读+
内容简介: 大数据和机器智能的出现,对我们的技术发展、商业和社会都会产生重大的影响。作者吴军在《智能时代:大数据与智能革命重新定义未来》中指出,首先,我们在过去认为非常难以解决的问题,会因为大数据和机器智能的使用而迎刃而解,比如解决癌症个性化治疗的难题。同时,大数据和机器智能还会彻底改变未来的商业模式,很多传统的行业都将采用智能技术实现升级换代,同时改变原有的商业模式。大数据和机器智能对于未来社会的影响是全方位的。 作者简介: 吴军,博士,与2002...
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Encyclopedia of Artificial Intelligence: The Past, Presen...

人工智能, 英文图书, 软件  暂无评论 ⁄ 187 次阅读+
Description: Some people believe that artificial intelligence (AI) will revolutionize modern life in ways that improve human existence. Others say that the promise of AI is overblown. Still others contend that AI applications could pose a grave threat to the economic security of millions of people by taking their jobs and otherwise rendering them “obsolete”–or, even worse, that AI could actually spell the end of the human race. This volume will help users understan...
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Cloud Native Machine Learning

人工智能, 英文图书, 软件  暂无评论 ⁄ 205 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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Reinforcement Learning: Industrial Applications of Intell...

人工智能, 英文图书, 软件  暂无评论 ⁄ 239 次阅读+
Description: Reinforcement learning (RL) will deliver one of the biggest breakthroughs in AI over the next decade, enabling algorithms to learn from their environment to achieve arbitrary goals. This exciting development avoids constraints found in traditional machine learning (ML) algorithms. This practical book shows data science and AI professionals how to learn by reinforcement and enable a machine to learn by itself. Author Phil Winder of Winder Research cove...
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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 ⁄ 130 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 ⁄ 449 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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Blueprints for Text Analytics Using Python

人工智能, 英文图书, 软件  暂无评论 ⁄ 214 次阅读+
Description: Turning text into valuable information is essential for businesses looking to gain a competitive advantage. With recent improvements in natural language processing (NLP), users now have many options for solving complex challenges. But it’s not always clear which NLP tools or libraries would work for a business’s needs, or which techniques you should use and in what order. This practical book provides data scientists and developers with blueprints for ...
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Beginning MLOps with MLFlow

人工智能, 英文图书, 软件  暂无评论 ⁄ 136 次阅读+
Description: Integrate MLOps principles into existing or future projects using MLFlow, operationalize your models, and deploy them in AWS SageMaker, Google Cloud, and Microsoft Azure. ​This book guides you through the process of data analysis, model construction, and training. The authors begin by introducing you to basic data analysis on a credit card data set and teach you how to analyze the features and their relationships to the target variable. You will learn...
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