Transformers: The Definitive Guide: Applications Beyond Nlp
暫譯: 變壓器:權威指南:超越自然語言處理的應用
Koenigstein, Nicole
- 出版商: O'Reilly
- 出版日期: 2026-05-05
- 售價: $2,720
- 貴賓價: 9.5 折 $2,584
- 語言: 英文
- 頁數: 370
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1098167015
- ISBN-13: 9781098167011
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相關分類:
Machine Learning
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商品描述
The vast potential of AI technology remains untapped in areas like audio, video, and complex data analysis. In fact, many of today's professionals find it challenging to apply AI innovations across these diverse domains due to a lack of comprehensive guidance and practical implementations.
This comprehensive guide, tailored especially for intermediate to advanced ML engineers, data scientists, and researchers, fills the gap. Author Nicole Koenigstein guides readers through the versatile applications of transformer models, not only deepening theoretical understanding but also emphasizing actionable strategies for real-world applications.
You'll discover how to:
- Apply transformers in nontext domains like image and music generation
- Optimize GPU usage and model training times
- Deploy and monitor transformer models effectively in production environments
- Utilize libraries such as Ray Tune and Optuna for advanced model tuning
商品描述(中文翻譯)
AI 技術在音頻、視頻和複雜數據分析等領域的巨大潛力仍未被充分開發。事實上,許多當今的專業人士在這些多樣化領域中應用 AI 創新時面臨挑戰,原因在於缺乏全面的指導和實際的實施方案。
這本針對中級到高級機器學習(ML)工程師、數據科學家和研究人員的綜合指南填補了這一空白。作者 Nicole Koenigstein 帶領讀者深入了解變壓器模型的多樣化應用,不僅加深理論理解,還強調可行的現實應用策略。
您將學會如何:
- 在非文本領域(如圖像和音樂生成)中應用變壓器
- 優化 GPU 使用和模型訓練時間
- 在生產環境中有效部署和監控變壓器模型
- 利用 Ray Tune 和 Optuna 等庫進行高級模型調整