Empowering The Citizen Data Scientist In Everyone

Author : David Guggenheim
Publisher : CitizenAnalytics LLC
Page : 272 pages
File Size : 47,5 Mb
Release : 2023-10-26
Category : Computers
ISBN : 9798989452019

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Empowering the Citizen Data Scientist in Everyone by David Guggenheim Pdf

This book contains our citizen data science philosophy, theories of machine learning explained in plain English, practical applications for many types of predictive and interpretable models, and the software and datasets required for doing real data science without becoming a data scientist. The data mining process flows, hosted in Jupyter notebooks along with the datasets in the cloud, are complete, and templates are fully populated for all main types of models. In fact, this book is where template-driven data analytics gets its start, but you will decide where it ends as it can be applied to limitless situations. While the backend technology is very advanced, you can use a Chromebook to build, run, and analyze professional-grade machine learning models using this guide.

Author : Bill Schmarzo
Publisher : Packt Publishing Ltd
Page : 239 pages
File Size : 46,6 Mb
Release : 2023-07-26
Category : Computers
ISBN : 9781835087947

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AI & Data Literacy by Bill Schmarzo Pdf

Learn the key skills and capabilities that empower Citizens of Data Science to not only survive but thrive in an AI-dominated world. Purchase of the print or Kindle book includes a free PDF eBook Key Features Prepare for a future dominated by AI and big data Enhance your AI and data literacy with real-world examples Learn how to leverage AI and data to address current and future challenges Book DescriptionAI is undoubtedly a game-changing tool with immense potential to improve human life. This book aims to empower you as a Citizen of Data Science, covering the privacy, ethics, and theoretical concepts you’ll need to exploit to thrive amid the current and future developments in the AI landscape. We'll explore AI's inner workings, user intent, and the critical role of the AI utility function while also briefly touching on statistics and prediction to build decision models that leverage AI and data for highly informed, more accurate, and less risky decisions. Additionally, we'll discuss how organizations of all sizes can leverage AI and data to engineer or create value. We'll establish why economies of learning are more powerful than the economies of scale in a digital-centric world. Ethics and personal/organizational empowerment in the context of AI will also be addressed. Lastly, we'll delve into ChatGPT and the role of Large Language Models (LLMs), preparing you for the growing importance of Generative AI. By the end of the book, you'll have a deeper understanding of AI and how best to leverage it and thrive alongside it.What you will learn Get to know the fundamentals of data literacy, privacy, and analytics Find out what makes AI tick and the role of the AI utility function Make informed decisions using prominent decision-making frameworks Understand relevant statistics and probability concepts Create new sources of value by leveraging and applying AI and data Apply ethical parameters to AI development with real-world examples Find out how to get the most out of ChatGPT and its peers Who this book is forThis book is designed to benefit everyone from students to established business leaders and professionals who want to learn how to leverage data and analytics to accelerate their AI and Data literacy.

Author : Heather Harris
Publisher : Unknown
Page : 24 pages
File Size : 47,7 Mb
Release : 2018-05-29
Category : Electronic
ISBN : 1983015008

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Citizen Gain by Heather Harris Pdf

This is the playbook you've been waiting for. Ms. Harris reaches beyond the hype to give you practical, actionable insights that you can use today to equip your analysts to become Citizen Data Scientists -- powerful, front-line players who are powerful catalysts for your overall data science strategy. Learn how to bring your data scientists and analysts together to practice data science as a team sport.CATALYZING THE MODERN ANALYTICS REVOLUTIONThe analytics hype is officially at fever pitch, but today's organizations still struggle to harness modern analytics tools in a way that actually makes a difference for the business. If you're skeptical that doing another deployment and hiring more data scientists is going to move the needle, what's the answer instead?Step forward into a modern analytics capability by developing and unleashing the power of Citizen Data Scientists across your enterprise. Your Center of Excellence may be world class, but it can't scale fast enough to meet demand from the business. Empower both your analysts and data scientists in a way that allows Data Science to yield its greatest gains when practiced as a team sport.

Author : Felix Liao
Publisher : SAS Institute
Page : 206 pages
File Size : 41,6 Mb
Release : 2020-08-11
Category : Computers
ISBN : 9781635267242

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Smart Data Discovery Using SAS Viya by Felix Liao Pdf

Gain Powerful Insights with SAS Viya! Whether you are an executive, departmental decision maker, or analyst, the need to leverage data and analytical techniques in order make critical business decisions is now crucial to every part of an organization. Smart Data Discovery with SAS Viya: Powerful Techniques for Deeper Insights provides you with the necessary knowledge and skills to conduct a smart discovery process and empower you to ask more complex questions using your data. The book highlights key components of a smart data discovery process utilizing advanced machine learning techniques, powerful capabilities from SAS Viya, and finally brings it all together using real examples and applications. With its step-by-step approach and integrated examples, the book provides a relevant and practical guide to insight discovery that goes beyond traditional charts and graphs. By showcasing the powerful visual modeling capabilities of SAS Viya, it also opens up the world of advanced analytics and machine learning techniques to a much broader set of audiences.

Author : Eybers, Oscar Oliver,Muller, Alan
Publisher : IGI Global
Page : 311 pages
File Size : 45,9 Mb
Release : 2024-05-01
Category : Education
ISBN : 9798369310557

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AI Approaches to Literacy in Higher Education by Eybers, Oscar Oliver,Muller, Alan Pdf

The ongoing struggle to increase literacy within our population is one of the defining goals of education. Educational environments continue to incorporate more and more technology into their cache of necessary tools as the lives of their students depend on these devices at a growing rate. Artificial intelligence (AI) and literacy education are bound to face a convergence that will be a transformative force. AI Approaches to Literacy in Higher Education delves into the synergies between advanced technology and the cultivation of literacy skills, illuminating innovative methodologies and applications that redefine educational paradigms. This book is a comprehensive analysis of AI's potential to elevate literacy among higher education students. The book strategically integrates research studies, case analyses, and theoretical perspectives to construct a nuanced understanding of AI's role in shaping literacy outcomes. This work uncovers the intricate interplay between technology and academic literacy by utilizing a tapestry of AI-driven tools, strategies, and techniques. Educators, researchers, instructional designers, and higher education professionals will find this book invaluable.

Author : Anubha,Sharma, Himanshu
Publisher : IGI Global
Page : 354 pages
File Size : 55,5 Mb
Release : 2023-05-08
Category : Business & Economics
ISBN : 9781668475706

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Data-Driven Approaches for Effective Managerial Decision Making by Anubha,Sharma, Himanshu Pdf

In today’s competitive market, a manager must be able to look at data, understand it, analyze it, and then interpret it to design a smart business strategy. Big data is also a valuable source of information on how customers interact with firms through various mediums such as social media platforms, online reviews, and many more. The applications and uses of business analytics are numerous and must be further studied to ensure they are utilized appropriately. Data-Driven Approaches for Effective Managerial Decision Making investigates management concepts and applications using data analytics and outlines future research directions. The book also addresses contemporary advancements and innovations in the field of management. Covering key topics such as big data, business intelligence, and artificial intelligence, this reference work is ideal for managers, business owners, industry professionals, researchers, scholars, academicians, practitioners, instructors, and students.

Author : Ceccaroni, Luigi,Piera, Jaume
Publisher : IGI Global
Page : 355 pages
File Size : 42,8 Mb
Release : 2016-10-25
Category : Science
ISBN : 9781522509639

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Analyzing the Role of Citizen Science in Modern Research by Ceccaroni, Luigi,Piera, Jaume Pdf

As the need for sustainable development practices around the world continues to grow, it has become imperative for citizens to become actively engaged in the global transition. By evaluating data collected from various global programs, researchers are able to identify strategies and challenges in implementing civic engagement initiatives. Analyzing the Role of Citizen Science in Modern Research focuses on analyzing data on current initiatives and best practices in citizen engagement and education programs across various disciplines. Highlighting emergent research and application techniques within citizen science initiatives, this publication appeals to academicians, researchers, policy makers, government officials, technology developers, advanced-level students and program developers interested in launching or improving citizen science programs across the globe.

Author : StoryBuddiesPlay
Publisher : StoryBuddiesPlay
Page : 75 pages
File Size : 50,5 Mb
Release : 2024-06-11
Category : Computers
ISBN : 8210379456XXX

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Hyper-Accurate Weather Forecasts with Graphcore by StoryBuddiesPlay Pdf

Unleash the power of weather prediction with Graphcore's cutting-edge AI technology. Move beyond unreliable forecasts and embrace hyper-accurate weather data that empowers individuals, businesses, and communities. Graphcore's AI-powered forecasts provide more than just rain or shine predictions. They offer granular insights into wind speed, humidity, precipitation intensity, and more, allowing you to make informed decisions for every aspect of your life. Businesses can optimize operations, minimize disruptions, and gain a competitive edge through strategic weather intelligence. Farmers can ensure maximum crop yields and manage resources effectively. Cities can build resilience and prepare for extreme weather events. Graphcore's technology extends beyond short-term forecasts, offering valuable insights into long-term trends and climate patterns. This empowers proactive measures to mitigate climate change and build a more sustainable future. Join the weather revolution with Graphcore and experience the transformative power of hyper-accurate weather predictions.

Author : Jim Ridgway
Publisher : Springer Nature
Page : 621 pages
File Size : 45,7 Mb
Release : 2023-03-10
Category : Social Science
ISBN : 9783031207488

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Statistics for Empowerment and Social Engagement by Jim Ridgway Pdf

“This book is a remarkable achievement” Gerd Gigerenzer This book offers practical approaches to working in a new field of knowledge - Civic Statistics - which sets out to engage with, and overcome well documented and long-standing problems in teaching quantitative skills. The book includes 23 peer-reviewed chapters, written in coordination by an international group of experts from ten countries. The book aims to support and enhance the work of teachers and lecturers working both at the high school and tertiary (university) levels. It is designed to promote and improve the critical understanding of quantitative evidence relevant to burning social issues – such as epidemics, climate change, poverty, migration, natural disasters, inequality, employment, and racism. Effective citizen engagement with social issues requires active participation and a broad understanding of data and statistics about societal issues. However, many statistics curricula are not designed to teach relevant skills nor to improve learners' statistical literacy. Evidence about social issues is provided to the public via print and digital media, official statistics offices, and other information channels, and a great deal of data is accessible both as aggregated summaries and as individual records. Chapters illustrate the approaches needed to teach and promote the knowledge, skills, dispositions, and enabling processes associated with critical understanding of Civic Statistics presented in many forms. These include: statistical analysis of authentic multivariate data; use of dynamic data visualisations; deconstructing texts about the social and economic well-being of societies and communities. Chapters discuss: the development of curricula and educational resources; use of emerging technologies and visualizations; preparation of teachers and teaching approaches; sources for relevant datasets and rich texts about Civic Statistics; ideas regarding future research, assessment, collaborations between different stakeholders; and other systemic issues.

Author : Arockia Liborious,Dr. Rik Das
Publisher : BPB Publications
Page : 263 pages
File Size : 52,9 Mb
Release : 2023-03-23
Category : Computers
ISBN : 9789355517852

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Fun with Machine Learning by Arockia Liborious,Dr. Rik Das Pdf

Learn how to use AutoML to leverage Machine Learning for solving business problems KEY FEATURES ● Get familiar with the common machine learning problems and understand how to solve them. ● Understand the importance of different types of data and how to work with them effectively. ● Learn how to use machine learning and AutoML tools to solve real-world problems. DESCRIPTION “Fun with Machine Learning” is an essential guide for anyone looking to learn about machine learning and how it can be used to make informed business decisions. The book covers the basics of machine learning, providing an overview of key concepts and terminology. To fully understand machine learning, it is important to have a basic understanding of statistics and mathematics. The book provides a simple introduction to these topics, making it easy for you to understand the core concepts. One of the key features of the book is its focus on AutoML tools. It introduces you to different AutoML tools and explains how to use them to simplify the data science processes. The book also shows how machine learning can be used to solve real-world business problems, such as predicting customer churn, detecting fraud, and optimizing marketing campaigns. By the end of the book, you will be able to transform raw data into actionable insights with machine learning. WHAT YOU WILL LEARN ● Get a clear understanding of what machine learning is and how it works. ● Learn how to perform regression analysis using Orange. ● Understand how to implement classification In machine learning. ● Get to know more about the clustering and association algorithms. ● Analyze, visualize, manipulate, and forecast time series data with Orange. WHO THIS BOOK IS FOR This book is for Machine Learning engineers, Machine Learning enthusiasts, Data Scientists, beginners, and students who are looking to implement machine learning techniques to solve real-life business problems. It is also a great resource for business leaders who are responsible for making data-driven decisions. TABLE OF CONTENTS 1. Significance of Machine Learning in Today’s Business 2. Know Your Data 3. Up and Running With Analytical Tools 4. Machine Learning in a Nutshell 5. Regression Analysis 6. Classification 7. Clustering and Association 8. Time Series Forecasting 9. Image Analysis 10. Tips and Tricks

Author : Neeta Verma
Publisher : CRC Press
Page : 296 pages
File Size : 47,6 Mb
Release : 2021-12-31
Category : Computers
ISBN : 9781000482836

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Citizen Empowerment through Digital Transformation in Government by Neeta Verma Pdf

Technological innovations across the globe are bringing profound change to our society. Governments around the world are experiencing and embracing this technology-led shift. New platforms, emerging technologies, customizable products, and changing citizen demand and outlook towards government services are reshaping the whole journey. When it comes to the application of Information and Communication Technologies (ICT) in any sector, the Government of India has emerged as an early adopter of these technologies and has also focused on last-mile delivery of citizen-centric services. Citizen Empowerment through Digital Transformation in Government takes us through the four-decade long transformational journey of various key sectors in India where ICT has played a major role in reimagining government services to citizens across the country. It touches upon the emergence of the National Informatics Centre as a premier technology institution of the Government of India and its collaborative efforts with the Central, State Governments, as well as the District level administration, to deliver best-in-class solutions. Inspiring and informative, the book is filled with real-life transformation stories that have helped to lead the people and the Government of India to realize their vision of a digitally empowered nation.

Author : Catherine D'Ignazio,Lauren F. Klein
Publisher : MIT Press
Page : 328 pages
File Size : 47,5 Mb
Release : 2023-10-03
Category : Social Science
ISBN : 9780262547185

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Data Feminism by Catherine D'Ignazio,Lauren F. Klein Pdf

A new way of thinking about data science and data ethics that is informed by the ideas of intersectional feminism. Today, data science is a form of power. It has been used to expose injustice, improve health outcomes, and topple governments. But it has also been used to discriminate, police, and surveil. This potential for good, on the one hand, and harm, on the other, makes it essential to ask: Data science by whom? Data science for whom? Data science with whose interests in mind? The narratives around big data and data science are overwhelmingly white, male, and techno-heroic. In Data Feminism, Catherine D'Ignazio and Lauren Klein present a new way of thinking about data science and data ethics—one that is informed by intersectional feminist thought. Illustrating data feminism in action, D'Ignazio and Klein show how challenges to the male/female binary can help challenge other hierarchical (and empirically wrong) classification systems. They explain how, for example, an understanding of emotion can expand our ideas about effective data visualization, and how the concept of invisible labor can expose the significant human efforts required by our automated systems. And they show why the data never, ever “speak for themselves.” Data Feminism offers strategies for data scientists seeking to learn how feminism can help them work toward justice, and for feminists who want to focus their efforts on the growing field of data science. But Data Feminism is about much more than gender. It is about power, about who has it and who doesn't, and about how those differentials of power can be challenged and changed.

Author : Anne Bowser,Sven Schade,Alex de Sherbinin
Publisher : Frontiers Media SA
Page : 316 pages
File Size : 40,8 Mb
Release : 2022-11-25
Category : Science
ISBN : 9782832507261

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Open Citizen Science Data and Methods by Anne Bowser,Sven Schade,Alex de Sherbinin Pdf

Author : Katy Borner
Publisher : MIT Press
Page : 225 pages
File Size : 41,7 Mb
Release : 2015-03-20
Category : Computers
ISBN : 9780262028813

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Atlas of Knowledge by Katy Borner Pdf

The power of mapping: principles for visualizing knowledge, illustrated by many stunning large-scale, full-color maps. Maps of physical spaces locate us in the world and help us navigate unfamiliar routes. Maps of topical spaces help us visualize the extent and structure of our collective knowledge; they reveal bursts of activity, pathways of ideas, and borders that beg to be crossed. This book, from the author of Atlas of Science, describes the power of topical maps, providing readers with principles for visualizing knowledge and offering as examples forty large-scale and more than 100 small-scale full-color maps. Today, data literacy is becoming as important as language literacy. Well-designed visualizations can rescue us from a sea of data, helping us to make sense of information, connect ideas, and make better decisions in real time. In Atlas of Knowledge, leading visualization expert Katy Börner makes the case for a systems science approach to science and technology studies and explains different types and levels of analysis. Drawing on fifteen years of teaching and tool development, she introduces a theoretical framework meant to guide readers through user and task analysis; data preparation, analysis, and visualization; visualization deployment; and the interpretation of science maps. To exemplify the framework, the Atlas features striking and enlightening new maps from the popular “Places & Spaces: Mapping Science” exhibit that range from “Key Events in the Development of the Video Tape Recorder” to “Mobile Landscapes: Location Data from Cell Phones for Urban Analysis” to “Literary Empires: Mapping Temporal and Spatial Settings of Victorian Poetry” to “Seeing Standards: A Visualization of the Metadata Universe.” She also discusses the possible effect of science maps on the practice of science.

Author : Matthias Dehmer,Frank Emmert-Streib
Publisher : CRC Press
Page : 391 pages
File Size : 53,5 Mb
Release : 2017-10-16
Category : Computers
ISBN : 9781351643245

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Frontiers in Data Science by Matthias Dehmer,Frank Emmert-Streib Pdf

Frontiers in Data Science deals with philosophical and practical results in Data Science. A broad definition of Data Science describes the process of analyzing data to transform data into insights. This also involves asking philosophical, legal and social questions in the context of data generation and analysis. In fact, Big Data also belongs to this universe as it comprises data gathering, data fusion and analysis when it comes to manage big data sets. A major goal of this book is to understand data science as a new scientific discipline rather than the practical aspects of data analysis alone.