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Extending Power BI with Python and R: Perform advanced analysis using the power of analytical languages
Master data validation, manipulation, and visualization in Power BI with advanced Python and R techniques.
Extending Power BI with Python and R: Perform advanced analysis using the power of analytical languages
Item #: 87481123

Extending Power BI with Python and R: Perform advanced analysis using the power of analytical languages

Item #: 87481123

ZAR 706

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Master data validation, manipulation, and visualization in Power BI with advanced Python and R techniques.
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  • Ingest, transform, manipulate, and visualize your data beyond Power BI's capabilities.Purchase of the print or Kindle book includes a free eBook in PDF format.Key FeaturesDiscover best practices for using Python and R in Power BI by implementing non-trivial codeEnrich your Power BI dashboards using external APIs and machine learning modelsCreate any visualization, as complex as you want, using Python and R scriptsBook DescriptionThe latest edition of this book delves deep into advanced analytics, focusing on enhancing Python and R proficiency within Power BI. New chapters cover optimizing Python and R settings, utilizing Intel's Math Kernel Library (MKL) for performance boosts, and addressing integration challenges. Techniques for managing large datasets beyond available RAM, employing the Parquet data format, and advanced fuzzy matching algorithms are explored. Additionally, it discusses leveraging SQL Server Language Extensions to overcome traditional Python and R limitations in Power BI. It also helps in crafting sophisticated visualizations using the Grammar of Graphics in both R and Python.This Power BI book will help you master data validation with regular expressions, import data from diverse sources, and apply advanced algorithms for transformation. You'll learn how to safeguard personal data in Power BI with techniques like pseudonymization, anonymization, and data masking. You'll also get to grips with the key statistical features of datasets by plotting multiple visual graphs in the process of building a machine learning model. The book will guide you on utilizing external APIs for enrichment, enhancing I/O performance, and leveraging Python and R for analysis.You'll reinforce your learning with questions at the end of each chapter.What you will learnConfigure optimal integration of Python and R with Power BIPerform complex data manipulations not possible by default in Power BIBoost Power BI logging and loading large datasetsExtract insights from your data using algorithms like linear optimizationCalculate string distances and learn how to use them for probabilistic fuzzy matchingHandle outliers and missing values for multivariate and time-series dataApply Exploratory Data Analysis in Power BI with RLearn to use Grammar of Graphics in PythonWho this book is forThis book is for business analysts, business intelligence professionals, and data scientists who already use Microsoft Power BI and want to add more value to their analysis using Python and R. Working knowledge of Power BI is required to make the most of this book. Basic knowledge of Python and R will also be helpful.Table of ContentsWhere and How to Use R and Python Scripts in Power BIConfiguring R with Power BIConfiguring Python with Power BISolving Common Issues When Using Python and R in Power BIImporting Unhandled Data ObjectsUsing Regular Expressions in Power BIAnonymizing and Pseudonymizing your Data in Power BILogging Data from Power BI to External SourcesLoading Large Datasets Also Beyond the Available RAM in Power BIBoosting Data Loading Speed in Power BI with Parquet FormatCalling External APIs To Enrich Your DataCalculating Columns Using Complex Algorithms: DistancesCalculating Columns Using Complex Algorithms: Fuzzy MatchingCalculating Columns Using Complex Algorithms: Optimization ProblemsAdding Statistics Insights: AssociationsAdding Statistics Insights: Outliers and Missing Values(N.B. Please use the Look Inside option to see further chapters)
Publisher Packt Publishing
Publication date March 29, 2024
Edition 2nd
Language English
File size 61.4 MB
Screen Reader Supported
Enhanced typesetting Enabled
X-Ray Not Enabled
Word Wise Not Enabled
Print length 1364 pages
ISBN-13 978-1837635863
Page Flip Enabled
Item Weight1 lbs (450 grams)

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Presentation Software Editorial Review

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The editorial review of "Extending Power BI with Python and R: Perform advanced analysis using the power of analytical languages, 2nd Edition" reveals overwhelmingly positive feedback from users who are both beginners and seasoned professionals within the data analysis community. This updated edition effectively caters to its target audience of business analysts and data scientists looking to harness the capabilities of Python and R within Power BI. Readers appreciate the book’s in-depth exploration of optimizing the integration of Python and R, emphasizing practical techniques that facilitate advanced data analysis. Users have noted the book's comprehensive coverage of key topics, such as managing large datasets, utilizing the Intel Math Kernel Library for improved performance, and effectively tackling integration challenges within Power BI. The arguments presented throughout the text encourage analysts to push beyond traditional limitations, turning Power BI into a versatile analytical hub. Moreover, the author's straightforward writing style, enriched with visuals, screenshots, and sample code, enhances the learning experience, making complex principles more digestible. The inclusion of quizzes at the end of each chapter is highly praised as a feature that allows readers to reinforce their learning. Overall, the book is not only seen as a vital resource for technical advancement and practical analytics but also as an essential guide for leveraging existing Power BI functionalities. Users with prior knowledge of Power BI found the second edition significantly impressive, claiming it expanded their analytical capabilities Considerably. **

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Pros

  • Practical guidance on optimizing R and Python in Power BI
  • Covers advanced techniques like fuzzy matching and SQL Server external languages
  • Highly instructive for managing large datasets efficiently
  • Includes quizzes for self-assessment at the end of each chapter
  • Clear explanations complemented by visuals and sample code
  • New content expands on practical applications and problem-solving

Cons

  • May be challenging for complete beginners unfamiliar with Power BI or programming languages

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