Transforming Data Into Action
Author: Tony Pericle
Publisher: Natl Assn Wholesale-Distr
Published: 2010
Total Pages: 186
ISBN-13: 9781934014233
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Spark in Action
Author: Jean-Georges Perrin
Publisher: Simon and Schuster
Published: 2020-05-12
Total Pages: 574
ISBN-13: 1638351309
DOWNLOAD EBOOKSummary The Spark distributed data processing platform provides an easy-to-implement tool for ingesting, streaming, and processing data from any source. In Spark in Action, Second Edition, you’ll learn to take advantage of Spark’s core features and incredible processing speed, with applications including real-time computation, delayed evaluation, and machine learning. Spark skills are a hot commodity in enterprises worldwide, and with Spark’s powerful and flexible Java APIs, you can reap all the benefits without first learning Scala or Hadoop. Foreword by Rob Thomas. About the technology Analyzing enterprise data starts by reading, filtering, and merging files and streams from many sources. The Spark data processing engine handles this varied volume like a champ, delivering speeds 100 times faster than Hadoop systems. Thanks to SQL support, an intuitive interface, and a straightforward multilanguage API, you can use Spark without learning a complex new ecosystem. About the book Spark in Action, Second Edition, teaches you to create end-to-end analytics applications. In this entirely new book, you’ll learn from interesting Java-based examples, including a complete data pipeline for processing NASA satellite data. And you’ll discover Java, Python, and Scala code samples hosted on GitHub that you can explore and adapt, plus appendixes that give you a cheat sheet for installing tools and understanding Spark-specific terms. What's inside Writing Spark applications in Java Spark application architecture Ingestion through files, databases, streaming, and Elasticsearch Querying distributed datasets with Spark SQL About the reader This book does not assume previous experience with Spark, Scala, or Hadoop. About the author Jean-Georges Perrin is an experienced data and software architect. He is France’s first IBM Champion and has been honored for 12 consecutive years. Table of Contents PART 1 - THE THEORY CRIPPLED BY AWESOME EXAMPLES 1 So, what is Spark, anyway? 2 Architecture and flow 3 The majestic role of the dataframe 4 Fundamentally lazy 5 Building a simple app for deployment 6 Deploying your simple app PART 2 - INGESTION 7 Ingestion from files 8 Ingestion from databases 9 Advanced ingestion: finding data sources and building your own 10 Ingestion through structured streaming PART 3 - TRANSFORMING YOUR DATA 11 Working with SQL 12 Transforming your data 13 Transforming entire documents 14 Extending transformations with user-defined functions 15 Aggregating your data PART 4 - GOING FURTHER 16 Cache and checkpoint: Enhancing Spark’s performances 17 Exporting data and building full data pipelines 18 Exploring deployment
Effective Data Storytelling
Author: Brent Dykes
Publisher: John Wiley & Sons
Published: 2019-12-10
Total Pages: 338
ISBN-13: 1119615720
DOWNLOAD EBOOKMaster the art and science of data storytelling—with frameworks and techniques to help you craft compelling stories with data. The ability to effectively communicate with data is no longer a luxury in today’s economy; it is a necessity. Transforming data into visual communication is only one part of the picture. It is equally important to engage your audience with a narrative—to tell a story with the numbers. Effective Data Storytelling will teach you the essential skills necessary to communicate your insights through persuasive and memorable data stories. Narratives are more powerful than raw statistics, more enduring than pretty charts. When done correctly, data stories can influence decisions and drive change. Most other books focus only on data visualization while neglecting the powerful narrative and psychological aspects of telling stories with data. Author Brent Dykes shows you how to take the three central elements of data storytelling—data, narrative, and visuals—and combine them for maximum effectiveness. Taking a comprehensive look at all the elements of data storytelling, this unique book will enable you to: Transform your insights and data visualizations into appealing, impactful data stories Learn the fundamental elements of a data story and key audience drivers Understand the differences between how the brain processes facts and narrative Structure your findings as a data narrative, using a four-step storyboarding process Incorporate the seven essential principles of better visual storytelling into your work Avoid common data storytelling mistakes by learning from historical and modern examples Effective Data Storytelling: How to Drive Change with Data, Narrative and Visuals is a must-have resource for anyone who communicates regularly with data, including business professionals, analysts, marketers, salespeople, financial managers, and educators.
Datastory
Author: Nancy Duarte
Publisher: IdeaPress Publishing
Published: 2019-09-17
Total Pages: 240
ISBN-13: 9781940858982
DOWNLOAD EBOOKReaders will learn to understand the story behind the data and how to influence the people with a DataStory.
Street Data
Author: Shane Safir
Publisher: Corwin
Published: 2021-02-12
Total Pages: 281
ISBN-13: 1071812661
DOWNLOAD EBOOKRadically reimagine our ways of being, learning, and doing Education can be transformed if we eradicate our fixation on big data like standardized test scores as the supreme measure of equity and learning. Instead of the focus being on "fixing" and "filling" academic gaps, we must envision and rebuild the system from the student up—with classrooms, schools and systems built around students’ brilliance, cultural wealth, and intellectual potential. Street data reminds us that what is measurable is not the same as what is valuable and that data can be humanizing, liberatory and healing. By breaking down street data fundamentals: what it is, how to gather it, and how it can complement other forms of data to guide a school or district’s equity journey, Safir and Dugan offer an actionable framework for school transformation. Written for educators and policymakers, this book · Offers fresh ideas and innovative tools to apply immediately · Provides an asset-based model to help educators look for what’s right in our students and communities instead of seeking what’s wrong · Explores a different application of data, from its capacity to help us diagnose root causes of inequity, to its potential to transform learning, and its power to reshape adult culture Now is the time to take an antiracist stance, interrogate our assumptions about knowledge, measurement, and what really matters when it comes to educating young people.
Transforming Teaching and Learning Through Data-Driven Decision Making
Author: Ellen B. Mandinach
Publisher: Corwin Press
Published: 2012-04-10
Total Pages: 281
ISBN-13: 1412982049
DOWNLOAD EBOOK"Gathering data and using it to inform instruction is a requirement for many schools, yet educators are not necessarily formally trained in how to do it. This book helps bridge the gap between classroom practice and the principles of educational psychology. Teachers will find cutting-edge advances in research and theory on human learning and teaching in an easily understood and transferable format. The text's integrated model shows teachers, school leaders, and district administrators how to establish a data culture and transform quantitative and qualitative data into actionable knowledge based on: assessment; statistics; instructional and differentiated psychology; classroom management."--Publisher's description.
R in Action
Author: Robert Kabacoff
Publisher: Manning Publications
Published: 2015-03-03
Total Pages: 475
ISBN-13: 9781617291388
DOWNLOAD EBOOKR is a powerful language for statistical computing and graphics that can handle virtually any data-crunching task. It runs on all important platforms and provides thousands of useful specialized modules and utilities. This makes R a great way to get meaningful information from mountains of raw data. R in Action, Second Edition is a language tutorial focused on practical problems. Written by a research methodologist, it takes a direct and modular approach to quickly give readers the information they need to produce useful results. Focusing on realistic data analyses and a comprehensive integration of graphics, it follows the steps that real data analysts use to acquire their data, get it into shape, analyze it, and produce meaningful results that they can provide to clients. Purchase of the print book comes with an offer of a free PDF eBook from Manning. Also available is all code from the book.
From Needs Assessment to Action
Author: James W. Altschuld
Publisher: SAGE
Published: 2000
Total Pages: 304
ISBN-13: 9780761909323
DOWNLOAD EBOOKThrough the use of real world examples drawn from various fields, the book provides in-depth procedures for: analyzing and combining different types of data collected in the needs assessment process, prioritizing needs, selecting solution strategies, designing and implementing solution strategies, and examining major multiple-method needs assessment studies."--BOOK JACKET.
Business Intelligence Guidebook
Author: Rick Sherman
Publisher: Newnes
Published: 2014-11-04
Total Pages: 551
ISBN-13: 0124115284
DOWNLOAD EBOOKBetween the high-level concepts of business intelligence and the nitty-gritty instructions for using vendors' tools lies the essential, yet poorly-understood layer of architecture, design and process. Without this knowledge, Big Data is belittled – projects flounder, are late and go over budget. Business Intelligence Guidebook: From Data Integration to Analytics shines a bright light on an often neglected topic, arming you with the knowledge you need to design rock-solid business intelligence and data integration processes. Practicing consultant and adjunct BI professor Rick Sherman takes the guesswork out of creating systems that are cost-effective, reusable and essential for transforming raw data into valuable information for business decision-makers. After reading this book, you will be able to design the overall architecture for functioning business intelligence systems with the supporting data warehousing and data-integration applications. You will have the information you need to get a project launched, developed, managed and delivered on time and on budget – turning the deluge of data into actionable information that fuels business knowledge. Finally, you'll give your career a boost by demonstrating an essential knowledge that puts corporate BI projects on a fast-track to success. - Provides practical guidelines for building successful BI, DW and data integration solutions. - Explains underlying BI, DW and data integration design, architecture and processes in clear, accessible language. - Includes the complete project development lifecycle that can be applied at large enterprises as well as at small to medium-sized businesses - Describes best practices and pragmatic approaches so readers can put them into action. - Companion website includes templates and examples, further discussion of key topics, instructor materials, and references to trusted industry sources.
Transforming Project Management: An Essential Paradigm for Turning Your Strategic Planning into Action
Author: Duane Petersen
Publisher: McGraw-Hill Education
Published: 2021-03-03
Total Pages: 224
ISBN-13: 9781264258352
DOWNLOAD EBOOKTurn your strategy into business reality with proven project management and leadership best practices According to Harvard Business Review, IT project failure costs businesses $3 trillion dollars annually. That’s just IT. For the full scope this issue, increase that number exponentially. If you expect more from strategic planning and don’t think projects should decimate budgets and professional reputations, you’re in good company. CEO of UltiMentors Duane Petersen has dedicated his career to helping business leaders transform their companies by turning their strategic vision into portfolios of successful projects. Now, Petersen shares his winning method with you. Transforming Project Management takes you beyond envisioning a great strategy and into the realm of implementing it―with skill, care, and expertise. Petersen explains how to break down a strategic plan into key objectives and project portfolios to make sense of all the project “parts”—then successfully lead the execution of the plan. You’ll learn how to evaluate where you are versus where you want to be, develop plans to move your vision forward, translate strategic plans into action plans with tangible efforts, budgets, and schedules, and guide and inspire the individuals and teams tasked with implementing their plans. Knowing precisely how much a major project will cost before it begins and having processes and tools to monitor how well it’s meeting benchmarks along the way should be standard business practice. Clearly, it’s not. With Transforming Project Management, you have everything you need to tie strategic planning directly to project management—and lead your company to the head of your industry.
