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Author: David Guggenheim
Publisher: CitizenAnalytics LLC
ISBN:
Category : Computers
Languages : en
Pages : 272
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Book Description
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: David Guggenheim
Publisher: CitizenAnalytics LLC
ISBN:
Category : Computers
Languages : en
Pages : 272
Get Book
Book Description
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: Felix Liao
Publisher: SAS Institute
ISBN: 1635267242
Category : Computers
Languages : en
Pages : 206
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Book Description
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: Heather Harris
Publisher:
ISBN: 9781983015007
Category :
Languages : en
Pages : 24
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Book Description
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: Bill Schmarzo
Publisher: Packt Publishing Ltd
ISBN: 1835087949
Category : Computers
Languages : en
Pages : 239
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Book Description
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: Meryl Alper
Publisher: MIT Press
ISBN: 0262035588
Category : Language Arts & Disciplines
Languages : en
Pages : 288
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Book Description
How communication technologies meant to empower people with speech disorders—to give voice to the voiceless—are still subject to disempowering structural inequalities. Mobile technologies are often hailed as a way to “give voice to the voiceless.” Behind the praise, though, are beliefs about technology as a gateway to opportunity and voice as a metaphor for agency and self-representation. In Giving Voice, Meryl Alper explores these assumptions by looking closely at one such case—the use of the Apple iPad and mobile app Proloquo2Go, which converts icons and text into synthetic speech, by children with disabilities (including autism and cerebral palsy) and their families. She finds that despite claims to empowerment, the hardware and software are still subject to disempowering structural inequalities. Views of technology as a great equalizer, she illustrates, rarely account for all the ways that culture, law, policy, and even technology itself can reinforce disparity, particularly for those with disabilities. Alper explores, among other things, alternative understandings of voice, the surprising sociotechnical importance of the iPad case, and convergences and divergences in the lives of parents across class. She shows that working-class and low-income parents understand the app and other communication technologies differently from upper- and middle-class parents, and that the institutional ecosystem reflects a bias toward those more privileged. Handing someone a talking tablet computer does not in itself give that person a voice. Alper finds that the ability to mobilize social, economic, and cultural capital shapes the extent to which individuals can not only speak but be heard.
Author: William C. Kurlinkus
Publisher: University of Pittsburgh Press
ISBN: 0822986477
Category : Language Arts & Disciplines
Languages : en
Pages : 392
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Book Description
Nostalgic Design presents a rhetorical analysis of twenty-first century nostalgia and a method for designers to create more inclusive technologies. Nostalgia is a form of resistant commemoration that can tell designers what users value about past designs, why they might feel excluded from the present, and what they wish to recover in the future. By examining the nostalgic hacks of several contemporary technical cultures, from female software programmers who knit on the job to anti-vaccination parents, Kurlinkus argues that innovation without tradition will always lead to technical alienation, whereas carefully examining and layering conflicting nostalgic traditions can lead to technological revolution.
Author: Ulrika Jägare
Publisher: John Wiley & Sons
ISBN: 1119566274
Category : Computers
Languages : en
Pages : 449
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Book Description
All the answers to your data science questions Over half of all businesses are using data science to generate insights and value from big data. How are they doing it? Data Science Strategy For Dummies answers all your questions about how to build a data science capability from scratch, starting with the “what” and the “why” of data science and covering what it takes to lead and nurture a top-notch team of data scientists. With this book, you’ll learn how to incorporate data science as a strategic function into any business, large or small. Find solutions to your real-life challenges as you uncover the stories and value hidden within data. Learn exactly what data science is and why it’s important Adopt a data-driven mindset as the foundation to success Understand the processes and common roadblocks behind data science Keep your data science program focused on generating business value Nurture a top-quality data science team In non-technical language, Data Science Strategy For Dummies outlines new perspectives and strategies to effectively lead analytics and data science functions to create real value.
Author: Steven S. Skiena
Publisher: Springer
ISBN: 3319554441
Category : Computers
Languages : en
Pages : 445
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Book Description
This engaging and clearly written textbook/reference provides a must-have introduction to the rapidly emerging interdisciplinary field of data science. It focuses on the principles fundamental to becoming a good data scientist and the key skills needed to build systems for collecting, analyzing, and interpreting data. The Data Science Design Manual is a source of practical insights that highlights what really matters in analyzing data, and provides an intuitive understanding of how these core concepts can be used. The book does not emphasize any particular programming language or suite of data-analysis tools, focusing instead on high-level discussion of important design principles. This easy-to-read text ideally serves the needs of undergraduate and early graduate students embarking on an “Introduction to Data Science” course. It reveals how this discipline sits at the intersection of statistics, computer science, and machine learning, with a distinct heft and character of its own. Practitioners in these and related fields will find this book perfect for self-study as well. Additional learning tools: Contains “War Stories,” offering perspectives on how data science applies in the real world Includes “Homework Problems,” providing a wide range of exercises and projects for self-study Provides a complete set of lecture slides and online video lectures at www.data-manual.com Provides “Take-Home Lessons,” emphasizing the big-picture concepts to learn from each chapter Recommends exciting “Kaggle Challenges” from the online platform Kaggle Highlights “False Starts,” revealing the subtle reasons why certain approaches fail Offers examples taken from the data science television show “The Quant Shop” (www.quant-shop.com)
Author: Nelson, C.R.
Publisher: Food & Agriculture Org.
ISBN: 9251384711
Category : Nature
Languages : en
Pages : 106
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Book Description
The United Nations Decade on Ecosystem Restoration 2021–2030 (hereafter “UN Decade”) aims to prevent, halt and reverse ecosystem degradation and recover biodiversity, and ecosystem integrity; enhance human health and well-being, including sustainable delivery of ecosystem goods and services; and mitigate climate change. To create a shared vision of ecosystem restoration, UN Decade partners, through a consultative process, launched ten principles for achieving the highest level of recovery possible through restoration projects. To facilitate application of these principles and thereby maximize restoration outcomes for nature and people, the Standards of practice to guide ecosystem restoration provide key recommendations for all phases of restoration projects. These recommendations are applicable to the broad array of restorative activities included as ecosystem restoration under the UN Decade, across all types of ecosystems (urban, production, cultural, semi-natural and natural) and restoration projects, from voluntary community member-led efforts to highly resourced, nationally funded projects.
Author: Fernando Reimers
Publisher: Createspace Independent Publishing Platform
ISBN: 9781533594549
Category :
Languages : en
Pages : 506
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Book Description
How do we help students work effectively with others from diverse cultural backgrounds? How do we help them understand the world? How do we prepare them for work and life in an era of globalization, volatility, and uncertainty? Empowering Global Citizens offers educators and parents compelling answers to those questions. This book presents The World Course, a curriculum on global citizenship education designed to equip students with the competencies they need to thrive and contribute to sustainable development in an era of globalization. Drawing on curriculum mapping this book offers a coherent and rigorous set of instructional units to support deep learning of twenty-first-century competencies that develop agency, imagination, confidence, and the skills to navigate the complexity of our times. Drawing on a rich conceptual framework of global education, The World Course scaffolds the development of global competency drawing on project-based learning and other pedagogies that support personalization. The course expands children's horizons, helping them understand the world in which they live in all its complexity from kindergarten to high school. This is done through learning activities at the zone for proximal development for each age group, with activities that foster student agency and a growth mindset.
