Operating AI: Bridging the Gap Between Technology and Business
暫譯: 運營人工智慧:縮短科技與商業之間的距離
Jagare, Ulrika
- 出版商: Wiley
- 出版日期: 2022-05-24
- 定價: $1,390
- 售價: 9.0 折 $1,251
- 語言: 英文
- 頁數: 272
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1119833191
- ISBN-13: 9781119833192
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相關分類:
人工智慧、大數據 Big-data、Data Science
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相關主題
商品描述
A holistic and real-world approach to operationalizing artificial intelligence in your company
In Operating AI, Director of Technology and Architecture at Ericsson AB, Ulrika Jägare, delivers an eye-opening new discussion of how to introduce your organization to artificial intelligence by balancing data engineering, model development, and AI operations. You'll learn the importance of embracing an AI operational mindset to successfully operate AI and lead AI initiatives through the entire lifecycle, including key aspects of security, privacy, and data rights.
In the book, you'll also discover:
How to reduce the risk of entering bias in our artificial intelligence solutions
- The importance of efficient and reproduceable data pipelines, including how to manage your company's data
- An operational perspective on the development of AI models using the MLOps (Machine Learning Operations) approach, including how to deploy, run and monitor models and ML pipelines in production, that generates value in the real world
With a strong emphasis on deployment and operations of trustworthy and reliable AI solutions that operate well in the real world--and not just the lab--Operating AI is a must-read for business leaders looking for ways to operationalize an AI business model that actually makes money, from the concept phase to running in a live production environment.
商品描述(中文翻譯)
一種全面且實際的方式來將人工智慧運用於您的公司
在Operating AI一書中,愛立信(Ericsson AB)技術與架構總監Ulrika Jägare提供了一個引人深思的討論,探討如何通過平衡數據工程、模型開發和AI運營來引入人工智慧到您的組織。您將學習到擁抱AI運營思維的重要性,以成功運行AI並引領AI倡議,涵蓋整個生命週期,包括安全性、隱私和數據權利等關鍵方面。
在本書中,您還將發現:
如何降低我們的人工智慧解決方案中引入偏見的風險
- 高效且可重複的數據管道的重要性,包括如何管理您公司的數據
- 使用MLOps(機器學習運營)方法開發AI模型的運營視角,包括如何在生產環境中部署、運行和監控模型及機器學習管道,從而在現實世界中創造價值
本書強調可信且可靠的AI解決方案的部署和運營,這些解決方案在現實世界中運行良好,而不僅僅是在實驗室中,Operating AI是商業領導者必讀的書籍,尋找將AI商業模型實際運作的方式,從概念階段到在實際生產環境中運行。
作者簡介
ULRIKA JÄGARE is the MSc. Director of Technology and Architecture at Ericsson AB. She has over 10 years of experience in data, analytics, and machine learning/artificial intelligence and over 20 years' experience in telecommunications.
作者簡介(中文翻譯)
ULRIKA JÄGARE 是愛立信(Ericsson AB)的技術與架構碩士學位主任。她在數據、分析以及機器學習/人工智慧方面擁有超過10年的經驗,並且在電信領域擁有超過20年的經驗。