Self-Service AI with Power Bi Desktop: Machine Learning Insights for Business
暫譯: 使用 Power BI Desktop 的自助式 AI:商業機器學習洞察
Ehrenmueller-Jensen, Markus
- 出版商: Apress
- 出版日期: 2020-09-13
- 售價: $1,950
- 貴賓價: 9.5 折 $1,853
- 語言: 英文
- 頁數: 344
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1484262301
- ISBN-13: 9781484262306
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相關分類:
Power BI、人工智慧、Machine Learning
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相關主題
商品描述
This book explains how you can enrich the data you have loaded into Power BI Desktop by accessing a suite of Artificial Intelligence (AI) features. These AI features are built into Power BI Desktop and help you to gain new insights from existing data. Some of the features are automated and are available to you at the click of a button or through writing Data Analysis Expressions (DAX). Other features are available through writing code in either the R, Python, or M languages. This book opens up the entire suite of AI features to you with clear examples showing when they are best applied and how to invoke them on your own datasets.
No matter if you are a business user, analyst, or data scientist - Power BI has AI capabilities tailored to you. This book helps you learn what types of insights Power BI is capable of delivering automatically. You will learn how to integrate and leverage the use of the R and Python languages for statistics, how to integrate with Cognitive Services and Azure Machine Learning Services when loading data, how to explore your data by asking questions in plain English ... and more There are AI features for discovering your data, characterizing unexplored datasets, and building what-if scenarios.
There's much to like and learn from this book whether you are a newcomer to Power BI or a seasoned user. Power BI Desktop is a freely available tool for visualization and analysis. This book helps you to get the most from that tool by exploiting some of its latest and most advanced features.
What You Will Learn
- Ask questions in natural language and get answers from your data
- Let Power BI explain why a certain data point differs from the rest
- Have Power BI show key influencers over categories of data
- Access artificial intelligence features available in the Azure cloud
- Walk the same drill down path in different parts of your hierarchy
- Load visualizations to add smartness to your reports
- Simulate changes in data and immediately see the consequences
- Know your data, even before you build your first report
- Create new columns by giving examples of the data that you need
- Transform and visualize your data with the help of R and Python scripts
Who This Book Is For
For the enthusiastic Power BI user who wants to apply state-of-the-art artificial intelligence (AI) features to gain new insights from existing data. For end-users and IT professionals who are not shy of jumping into a new world of machine learning and are ready to make that step and take a deeper look into their data. For those wanting to step up their game from doing simple reporting and visualizations by making the move into diagnostic and predictive analysis.
商品描述(中文翻譯)
這本書解釋了如何通過訪問一系列人工智慧(AI)功能來豐富您已加載到 Power BI Desktop 的數據。這些 AI 功能內建於 Power BI Desktop 中,幫助您從現有數據中獲得新的見解。其中一些功能是自動化的,您只需點擊按鈕或撰寫數據分析表達式(DAX)即可使用。其他功能則需要使用 R、Python 或 M 語言撰寫代碼來訪問。本書向您展示了整個 AI 功能套件,並提供清晰的範例,顯示何時最佳應用這些功能以及如何在自己的數據集上調用它們。
無論您是商業用戶、分析師還是數據科學家,Power BI 都擁有為您量身定制的 AI 能力。本書幫助您了解 Power BI 能自動提供哪些類型的見解。您將學習如何整合和利用 R 和 Python 語言進行統計,如何在加載數據時與認知服務和 Azure 機器學習服務整合,如何通過用簡單英語提問來探索您的數據……等等。還有 AI 功能可用於發現您的數據、描述未探索的數據集以及構建假設情境。
無論您是 Power BI 的新手還是資深用戶,這本書都有很多值得喜愛和學習的內容。Power BI Desktop 是一個免費的可視化和分析工具。本書幫助您充分利用該工具,利用其最新和最先進的功能。
您將學到什麼
- 用自然語言提問,並從您的數據中獲得答案
- 讓 Power BI 解釋為什麼某個數據點與其他數據點不同
- 讓 Power BI 顯示數據類別的關鍵影響因素
- 訪問 Azure 雲中可用的人工智慧功能
- 在層級的不同部分走相同的深入路徑
- 加載可視化以為您的報告增添智慧
- 模擬數據變化並立即查看後果
- 在建立第一份報告之前了解您的數據
- 通過提供所需數據的範例來創建新列
- 在 R 和 Python 腳本的幫助下轉換和可視化您的數據
本書適合誰
適合熱衷於 Power BI 的用戶,他們希望應用最先進的人工智慧(AI)功能,從現有數據中獲得新見解。適合不畏挑戰、準備深入探索數據的最終用戶和 IT 專業人員。適合那些希望從簡單報告和可視化提升到診斷和預測分析的用戶。
作者簡介
Markus Ehrenmueller-Jensen is a data professional who started his career as a consultant for Business Intelligence solutions on an IBM AS/400 system before he was introduced into the world of Microsoft's Data Platform in 2006. He has since built Data Warehouses and Business Intelligence solutions for a wide variety of clients. His portfolio includes training and workshops, architectural designs, and the development of data-oriented solutions. In 2018 he founded Savory Data, an independent consultancy company.
Markus is certified as a Microsoft Certified Solution Expert (MCSE) for Data Platform and Business Intelligence, and as a Microsoft Certified Trainer (MCT). He teaches databases, information management, and project management at HTL Leonding, Austria. He co-founded both PASS Austria and PUG Austria and co-organizes the yearly SQL Saturday in Vienna. He has been a Microsoft Most Valuable Professional (MVP) each year since 2017.
作者簡介(中文翻譯)
馬庫斯·艾倫穆勒-詹森(Markus Ehrenmueller-Jensen)是一位數據專業人士,他的職業生涯始於擔任 IBM AS/400 系統的商業智慧解決方案顧問,之後在 2006 年進入微軟的數據平台世界。此後,他為各種客戶建立了數據倉庫和商業智慧解決方案。他的作品集包括培訓和研討會、架構設計以及數據導向解決方案的開發。2018 年,他創立了 Savory Data,一家獨立的顧問公司。
馬庫斯擁有微軟數據平台和商業智慧的微軟認證解決方案專家(MCSE)資格,以及微軟認證培訓師(MCT)資格。他在奧地利的 HTL Leonding 教授數據庫、信息管理和項目管理。他共同創立了 PASS Austria 和 PUG Austria,並共同組織每年在維也納舉行的 SQL Saturday。自 2017 年以來,他每年都被評選為微軟最有價值專家(MVP)。