Sustainable AI: Tools for Moving Toward Green AI
暫譯: 可持續的 AI:邁向綠色 AI 的工具

Selvan, Raghavendra

  • 出版商: O'Reilly
  • 出版日期: 2025-11-18
  • 售價: $2,830
  • 貴賓價: 9.5$2,689
  • 語言: 英文
  • 頁數: 290
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1098155513
  • ISBN-13: 9781098155513
  • 相關分類: DeepLearning
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

In the era of big data and even bigger machine learning models powering the current generative AI revolution, the environmental footprint of these developments can no longer be ignored. This much-needed guide confronts the challenge head-on, offering a groundbreaking exploration into making deep learning (DL) both efficient and accessible. Author Raghavendra Selvan exposes the high costs--both environmental and economic--of traditional DL methods and presents practical solutions that pave the way for a more sustainable AI.

This essential read is for anyone in the machine learning field, from the academic researcher to the industry practitioner, who wants to make a meaningful impact on both their work and the world. This book enables readers to be agents of change toward a more sustainable and inclusive technological future.

  • Learn strategies to significantly reduce the energy consumption, carbon footprint, and hardware demands of DL models
  • Examine ways to break down barriers and foster a more inclusive future in AI development
  • Explore strategies for cutting costs and minimizing ecological impact
  • Learn how to balance performance with efficiency in model development
  • Gain proficiency in cutting-edge tools that enhance the sustainability of your AI projects

商品描述(中文翻譯)

在大數據和更大型的機器學習模型推動當前生成式人工智慧革命的時代,這些發展所帶來的環境足跡已無法再被忽視。這本急需的指南正面對這一挑戰,提供了一個開創性的探索,旨在使深度學習(DL)既高效又可及。作者 Raghavendra Selvan 揭示了傳統 DL 方法的高成本——無論是環境還是經濟方面——並提出了實用的解決方案,為更可持續的人工智慧鋪平道路。

這本必讀的書籍適合任何機器學習領域的人士,從學術研究者到業界實踐者,想要對他們的工作和世界產生有意義的影響。這本書使讀者能夠成為推動更可持續和包容的技術未來的變革代理人。

- 學習顯著減少 DL 模型的能源消耗、碳足跡和硬體需求的策略
- 檢視打破障礙並促進人工智慧開發中更具包容性的未來的方法
- 探索降低成本和最小化生態影響的策略
- 學習如何在模型開發中平衡性能與效率
- 獲得提升人工智慧專案可持續性的尖端工具的熟練度