Effective数据科学基础设施 学习Metaflow和数据科学基础设施的书籍,立数据科学基础设施的上佳指南。源代码、Links文件见书封底二维码。
《Effective数据科学基础设施》由Netflix工程师Ville Tuulos撰写,以Metaflow为对象,介绍了数据科学所需要的基础设施,囊括数据准备、特征工程、模型训练、模型部署、服务和持续监控等环节。Metaflow专注于构建生产流程,更适合具有深厚工程和DevOps技能的大型专业数据科学团队。本书的目标读者为数据科学家、机器学习工程师、IT 技术人员和MLOps工程师。数据科学家在人工智能和算法方面非常精通,但软件开发能力通常不足。他们渴望有一套方法论和工具来促进从构建到部署的迭代过程,从而落实自己的想法。数据科学家不在意在一个 孤岛 。上开展数据挖掘和分析工作,他们更希望能够在离线、实时和批处理等场景中落实项目。IT技术人员对机器学习算法理论和模型细节并不了解,他们渴望本书能够提供一个机器学习流程的全貌,便于他们进行任务编排。此外,一些
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Product Details 基本信息 ISBN-13 书号 9783030950729 Author 作者 Ville J. E. Manninen Format 版本 精装 Pages Number 页数 350页 Publisher 出版社 Palgrave Macmillan Publication Date 出版日期 2022-05-03 Product Dimensions 商品尺寸 8.27 x 5.83 x 0.94 Shipping Weight 商品重量 1.40 Language 语种 其它(含多语) Book Contents 内容简介 This book examines how technologies are changing, will change, or could change the relationship between audiences and news media. It highlights how novel technologies could have fundamental implications for the way that news media interact with wider society. The book comprises of four thematic parts. Firstly, it focuses on the impact of technological development on the news media business, exploring how news media uses new technologies to improve their sustainability. Secondly, it considers the ethical dilemmas that arise when audience-news media relationshi
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Product Details 基本信息 ISBN-13 书号 9789811904806 Author 作者 Ville Format 版本 精装 Pages Number 页数 349页 Publisher 出版社 Palgrave Macmillan Publication Date 出版日期 2022-08-01 Language 语种 其它(含多语) Book Contents 内容简介 This book challenges conventional wisdom by revealing an extensive and heterogeneous community of foreign businesses in Australia before 1914. Multinational enterprise arrived predominantly from Britain, but other sender nations included the USA, France, Germany, New Zealand, and Japan. Their firms spread out across Australia from mining and pastoral communities, to portside industries and CBD precincts, and they operated broadly across mining, trading, shipping, insurance, finance, and manufacturing. They were a remarkably diverse population of firms by size, organisational form, and longevity.This is a rare study of the impact of multinationals on a host nation, part
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Product Details 基本信息 ISBN-13 书号 9781617299193 Author 作者 Ville Tuulos Format 版本 平装-胶订 Pages Number 页数 325页 Publisher 出版社 Manning Publications Publication Date 出版日期 2022-09-19 Product Dimensions 商品尺寸 9.20 x 7.40 x 0.80 Shipping Weight 商品重量 1.15 Language 语种 其它(含多语) Book Contents 内容简介 Effective Data Science Infrastructure is a hands-on guide to assembling infrastructure for data science and machine learning applications. It reveals the processes used at Netflix and other data driven companies to manage their cutting edge data infrastructure. As you work through this easy-to-follow guide, you’ll set up end-to end infrastructure from the ground up, with a fully customizable process you can easily adapt to your company. You’ll learn how you can make data scientists more productive with your existing cloud infrastructure, a stack of ope
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