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架構資料與機器學習平台|雲端啟動分析與AI驅動的創新
平台。 作者Marco Tranquillin、Valliappa Lakshmanan與Firat Tekiner使用真實世界企業架構來說明，內容涵蓋從雲端匯入到啟動整個資料生命週期。你將學到如何轉換、保全與現代化資料倉儲與資料湖這些熟悉的解決方案...... more |
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資料治理技術手冊
實現資料可信度的人員、流程和工具 「現今組織產生的資料量和種類比以往任何時候都來得多，企業需要更加了解手中的資料並為未來趨勢做好準備，他們必須採行現代資料治理方式—透過事先設計而不是事後才想到。」... more |
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機器學習設計模式
資料準備、模型建構與MLOps常見挑戰的解決方案 本書的設計模式介紹常見的機器學習最佳實踐法和解決方案。作者是三位Google工程師，他們整理了一些經過驗證的方法，協助資料科學家匯整ML程序中常... more |
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Architecting Data and Machine Learning Platforms: Enable Analytics and Ai-Driven Innovation in the Cloud
Databricks. Authors Marco Tranquillin, Valliappa Lakshmanan, and Firat Tekiner cover the entire data lifecycle from ingestion to...... more |
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電腦視覺機器學習實務|建立端到端的影像機器學習
解釋性。 Google工程師Valliappa Lakshmanan、Martin Görner和Ryan Gillard向您展示了如何開發準確且可解釋的電腦視覺ML模型，並使用強大的ML架構以靈活且可維護的方式將它們投入大規模生產。您將學習如何使用...... more |
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Data Science on the Google Cloud Platform: Implementing End-To-End Real-Time Data Pipelines: From Ingest to Machine Learning
"Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world ... more |
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Practical Machine Learning for Computer Vision: End-To-End Machine Learning for Images
interpretability. Google engineers Valliappa Lakshmanan, Martin Görner, and Ryan Gillard show you how to develop accurate and...... more |
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Data Governance: The Definitive Guide: People, Processes, and Tools to Operationalize Data Trustworthiness
As you move data to the cloud, you need to consider a comprehensive approach to data governance, alo... more |
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Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and Mlops
The design patterns in this book capture best practices and solutions to recurring problems in machi... more |
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Google Bigquery: The Definitive Guide: Data Warehousing, Analytics, and Machine Learning at Scale
. With this book, you’ll examine how to analyze data at scale to derive insights from large datasets efficiently. Valliappa...... more |
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Machine Learning and Data Mining Approaches to Climate Science: Proceedings of the 4th International Workshop on Climate Informa
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Visualizing Generative AI: How AI Paints, Writes, and Assists
Generative AI has the potential to innovate and evolve business processes, but workers are still fig... more |
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Data Science on the Google Cloud Platform: Implementing End-To-End Real-Time Data Pipelines: From Ingest to Machine Learning
Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world p... more |
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Automating the Analysis of Spatial Grids: A Practical Guide to Data Mining Geospatial Images for Human & Environmental Applications
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Automating the Analysis of Spatial Grids
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