The Data Lakehouse Revolution: Harnessing the Power of Databricks for Generative AI and Machine Learning
暫譯: 數據湖倉革命：利用 Databricks 的力量推動生成式 AI 和機器學習

Kaushikk, Rajaniesh

The Data Lakehouse Revolution: Harnessing the Power of Databricks for Generative AI and Machine Learning
  • 出版商: Apress
  • 出版日期: 2025-12-02
  • 售價: $2,350
  • 貴賓價: 9.5 折 $2,233
  • 語言: 英文
  • 頁數: 451
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 9798868817205
  • ISBN-13: 9798868817205
  • 相關分類: Machine Learning

    • 尚未上市，無法訂購

商品描述

We are racing toward a new kind of AI--faster, smarter, and more connected than ever. At the heart of it is the Data Lakehouse, and Databricks is the engine powering the transformation.

Whether you're a data scientist training models, an engineer scaling pipelines, or an architect modernizing your stack, this book gives you what you need to stay ahead. Inside, you'll understand how to unlock the full potential of Machine Learning and Generative AI (GenAI) using Databricks--no fluff, just real tools, real strategies, and real results.

From MLFlow and AutoML to Unity Catalog, Retrieval Augment Generation (RAG), and Vector Search, you'll get a complete blueprint for building intelligent systems that actually work in production. With step-by-step labs, industry case studies, and expert tips from someone who's lived through the entire evolution of enterprise AI, this book is your guide to mastering what's next.

If you're serious regarding building AI that matters, this is where your journey begins.

What You'll Learn

    Build full-stack ML and GenAI solutions on Databricks Train and track models with MLFlow, AutoML, and tuning strategies Secure and govern data with Unity Catalog Apply explainable, ethical AI techniques Deploy and monitor ML models in real-world pipelines Use RAG and vector search to power GenAI applications Gain confidence with hands-on labs and real enterprise use cases

Who This Book Is For

Azure administrators, data architects, and data engineers

商品描述(中文翻譯)

我們正朝著一種全新的人工智慧（AI）快速發展——比以往更快、更智能且更具連接性。其核心是數據湖屋（Data Lakehouse），而 Databricks 則是推動這一轉型的引擎。

無論你是訓練模型的數據科學家、擴展管道的工程師，還是現代化技術堆疊的架構師，本書都將提供你所需的知識，讓你保持領先。在書中，你將了解如何利用 Databricks 釋放機器學習（Machine Learning）和生成式 AI（Generative AI, GenAI）的全部潛力——沒有多餘的內容，只有真實的工具、真實的策略和真實的結果。

從 MLFlow 和 AutoML 到 Unity Catalog、檢索增強生成（Retrieval Augment Generation, RAG）和向量搜索（Vector Search），你將獲得一個完整的藍圖，用於構建在生產環境中實際運作的智能系統。透過逐步實驗室、行業案例研究以及來自經歷過企業 AI 整個演變過程的專家的建議，本書將成為你掌握未來的指南。

如果你對構建有意義的 AI 充滿熱情，那麼你的旅程就從這裡開始。

你將學到什麼


  • 在 Databricks 上構建全棧的機器學習和生成式 AI 解決方案

  • 使用 MLFlow、AutoML 和調整策略訓練和追蹤模型

  • 使用 Unity Catalog 確保和管理數據安全

  • 應用可解釋的倫理 AI 技術

  • 在現實世界的管道中部署和監控機器學習模型

  • 使用 RAG 和向量搜索為生成式 AI 應用提供支持

  • 透過實作實驗室和真實的企業案例增強信心

本書適合誰

Azure 管理員、數據架構師和數據工程師

作者簡介

Rajaniesh Kaushikk didn't just grow into a data and AI leader--he's been building, learning, and teaching since the days when "cloud" only meant the weather. During the past 23 years, he has helped global teams harness the power of Generative AI, machine learning, data lakehouse platforms, and Apache Spark to turn complex challenges into scalable, intelligent solutions. He thrives at the intersection of technology, creativity, and community--where ideas are shared, innovations are built, and people grow.

Rajaniesh has received Most Valuable Professional awards from both Microsoft and Databricks, along with the distinction of Databricks Champion--honors that reflect his deep commitment to sharing knowledge and driving meaningful impact in the field. He's a sought-after speaker at Microsoft and Databricks, regularly connecting with learners around the globe through his blog at RajanieshKaushikk.com and his YouTube channel @RajanieshKaushikk, where he breaks down complex topics into practical, accessible insights.

Outside of technology, Rajaniesh finds joy in cooking, listening to music, and spending time with his wife, daughter, and their ever-curious dog. For Rajaniesh, technology isn't just a profession--it's a means to connect, create, and inspire the next generation of builders.

作者簡介(中文翻譯)

Rajaniesh Kaushikk 不僅僅是一位數據和人工智慧領導者，他從「雲」僅意味著天氣的時代開始，就一直在構建、學習和教學。在過去的23年中，他幫助全球團隊利用生成式人工智慧、機器學習、數據湖倉平台和 Apache Spark 的力量，將複雜的挑戰轉化為可擴展的智能解決方案。他在技術、創意和社群的交匯處茁壯成長——在那裡，想法被分享，創新被建立，人們得以成長。

Rajaniesh 獲得了微軟和 Databricks 的最有價值專業人士獎，並獲得了 Databricks Champion 的榮譽——這些榮譽反映了他對分享知識和在該領域推動有意義影響的深切承諾。他是微軟和 Databricks 的熱門演講者，通過他的部落格 RajanieshKaushikk.com 和 YouTube 頻道 @RajanieshKaushikk，定期與全球的學習者聯繫，將複雜的主題拆解為實用且易於理解的見解。

在技術之外，Rajaniesh 喜歡烹飪、聆聽音樂，並與他的妻子、女兒和他們那隻好奇心旺盛的狗共度時光。對於 Rajaniesh 而言，技術不僅僅是一份職業——它是一種連結、創造和啟發下一代建設者的手段。

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