Semantic Modeling for Data: Avoiding Pitfalls and Breaking Dilemmas
暫譯: 數據的語義建模:避免陷阱與破解困境
Alexopoulos, Panos
- 出版商: O'Reilly
- 出版日期: 2020-09-29
- 定價: $2,800
- 售價: 8.8 折 $2,464 (限時優惠至 2025-03-31)
- 語言: 英文
- 頁數: 330
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1492054275
- ISBN-13: 9781492054276
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相關分類:
資料庫、Data Science
立即出貨 (庫存=1)
商品描述
What value does semantic data modeling offer? As an information architect or data science professional, let's say you have an abundance of the right data and the technology to extract business gold--but you still fail. The reason? Bad data semantics.
In this practical and comprehensive field guide, author Panos Alexopoulos takes you on an eye-opening journey through semantic data modeling as applied in the real world. You'll learn how to master this craft to increase the usability and value of your data and applications. You'll also explore the pitfalls to avoid and dilemmas to overcome for building high-quality and valuable semantic representations of data.
- Understand the fundamental concepts, phenomena, and processes related to semantic data modeling
- Examine the quirks and challenges of semantic data modeling and learn how to effectively leverage the available frameworks and tools
- Avoid mistakes and bad practices that can undermine your efforts to create good data models
- Learn about model development dilemmas, including representation, expressiveness and content, development, and governance
- Organize and execute semantic data initiatives in your organization, tackling technical, strategic, and organizational challenges
商品描述(中文翻譯)
什麼是語意數據建模所提供的價值?作為一名資訊架構師或數據科學專業人士,假設你擁有大量正確的數據和提取商業價值的技術,但你仍然失敗了。原因是什麼?不良的數據語意。
在這本實用且全面的實地指南中,作者潘諾斯·阿歷克索普洛斯(Panos Alexopoulos)帶你踏上語意數據建模在現實世界中應用的啟發之旅。你將學會如何掌握這項技藝,以提高數據和應用程序的可用性和價值。你還將探索需要避免的陷阱和需要克服的困境,以建立高質量和有價值的數據語意表示。
- 理解與語意數據建模相關的基本概念、現象和過程
- 檢視語意數據建模的特點和挑戰,學習如何有效利用可用的框架和工具
- 避免可能削弱你創建良好數據模型努力的錯誤和不良實踐
- 了解模型開發的困境,包括表示、表達能力和內容、開發和治理
- 在你的組織中組織和執行語意數據計劃,應對技術、策略和組織挑戰
作者簡介
Panos Alexopoulos has been working since 2006 at the intersection of data, semantics and software, contributing in building intelligent systems that deliver value to business and society. Born and raised in Athens, Greece, he currently works as Head of Ontology at Textkernel BV, in Amsterdam, Netherlands, leading a team of data professionals in developing and delivering a large cross-lingual Knowledge Graph in the HR and Recruitment domain.
Panos has published several papers at international conferences, journals and books, and he is a regular speaker and trainer in both academic and industry venues, striving to bridge the gap between academia and industry so that they can benefit from each other.
作者簡介(中文翻譯)
Panos Alexopoulos 自 2006 年以來一直在數據、語義和軟體的交叉領域工作,致力於構建能為商業和社會帶來價值的智能系統。他出生並成長於希臘雅典,目前在荷蘭阿姆斯特丹的 Textkernel BV 擔任本體論主管,領導一支數據專業團隊,開發並交付一個大型跨語言的知識圖譜,專注於人力資源和招聘領域。
Panos 在國際會議、期刊和書籍上發表了多篇論文,並且是學術界和業界的定期演講者和培訓師,努力縮小學術界與業界之間的鴻溝,以便雙方能夠互相受益。