Demystifying Big Data and Machine Learning for Healthcare

Demystifying Big Data and Machine Learning for Healthcare

Author: Prashant Natarajan

Publisher: CRC Press

Published: 2017-02-15

Total Pages: 227

ISBN-13: 1315389304

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Healthcare transformation requires us to continually look at new and better ways to manage insights – both within and outside the organization today. Increasingly, the ability to glean and operationalize new insights efficiently as a byproduct of an organization’s day-to-day operations is becoming vital to hospitals and health systems ability to survive and prosper. One of the long-standing challenges in healthcare informatics has been the ability to deal with the sheer variety and volume of disparate healthcare data and the increasing need to derive veracity and value out of it. Demystifying Big Data and Machine Learning for Healthcare investigates how healthcare organizations can leverage this tapestry of big data to discover new business value, use cases, and knowledge as well as how big data can be woven into pre-existing business intelligence and analytics efforts. This book focuses on teaching you how to: Develop skills needed to identify and demolish big-data myths Become an expert in separating hype from reality Understand the V’s that matter in healthcare and why Harmonize the 4 C’s across little and big data Choose data fi delity over data quality Learn how to apply the NRF Framework Master applied machine learning for healthcare Conduct a guided tour of learning algorithms Recognize and be prepared for the future of artificial intelligence in healthcare via best practices, feedback loops, and contextually intelligent agents (CIAs) The variety of data in healthcare spans multiple business workflows, formats (structured, un-, and semi-structured), integration at point of care/need, and integration with existing knowledge. In order to deal with these realities, the authors propose new approaches to creating a knowledge-driven learning organization-based on new and existing strategies, methods and technologies. This book will address the long-standing challenges in healthcare informatics and provide pragmatic recommendations on how to deal with them.


Demystifying AI for the Enterprise

Demystifying AI for the Enterprise

Author: Prashant Natarajan

Publisher: CRC Press

Published: 2021-12-30

Total Pages: 465

ISBN-13: 1351032925

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Artificial intelligence (AI) in its various forms –– machine learning, chatbots, robots, agents, etc. –– is increasingly being seen as a core component of enterprise business workflow and information management systems. The current promise and hype around AI are being driven by software vendors, academic research projects, and startups. However, we posit that the greatest promise and potential for AI lies in the enterprise with its applications touching all organizational facets. With increasing business process and workflow maturity, coupled with recent trends in cloud computing, datafication, IoT, cybersecurity, and advanced analytics, there is an understanding that the challenges of tomorrow cannot be solely addressed by today’s people, processes, and products. There is still considerable mystery, hype, and fear about AI in today’s world. A considerable amount of current discourse focuses on a dystopian future that could adversely affect humanity. Such opinions, with understandable fear of the unknown, don’t consider the history of human innovation, the current state of business and technology, or the primarily augmentative nature of tomorrow’s AI. This book demystifies AI for the enterprise. It takes readers from the basics (definitions, state-of-the-art, etc.) to a multi-industry journey, and concludes with expert advice on everything an organization must do to succeed. Along the way, we debunk myths, provide practical pointers, and include best practices with applicable vignettes. AI brings to enterprise the capabilities that promise new ways by which professionals can address both mundane and interesting challenges more efficiently, effectively, and collaboratively (with humans). The opportunity for tomorrow’s enterprise is to augment existing teams and resources with the power of AI in order to gain competitive advantage, discover new business models, establish or optimize new revenues, and achieve better customer and user satisfaction.


Demystifying Decision-Making

Demystifying Decision-Making

Author: Aimee Joseph

Publisher: Crossway

Published: 2021-12-22

Total Pages: 169

ISBN-13: 1433575442

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Drawing Closer to God One Decision at a Time On an average day, people makes countless decisions: Should I get out of bed or hit the snooze button? What should I have for breakfast? Where should we go for this year's vacation? While some decisions are easy to make, others can leave individuals paralyzed and full of anxiety. As Christians living in an increasingly individualistic society, what's the best strategy for making decisions that honor God while becoming more like him in the process? Writing from her own experience and pointing to biblical examples, Aimee Joseph offers a biblical and theological framework for decision-making. She explains God's design for humans as decision-makers, the biblical model for making choices, common wrong approaches, practical tips, and what to do when you've made a poor decision. With the philosophy that "as we shape our decisions, our decisions shape us," Joseph teaches readers how to worship and draw closer to Christ through their daily decisions. Practical: Equips Christians to make decisions as God's image bearers Applicable: Features study questions and helpful resources, including "The Dashboard of Decisions" and a decision-making flowchart Published in Partnership with the Gospel Coalition (TGC)


Cracking the China Conundrum

Cracking the China Conundrum

Author: Yukon Huang

Publisher: Oxford University Press

Published: 2017-06-22

Total Pages: 289

ISBN-13: 0190630043

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China's rise is altering global power relations, reshaping economic debates, and commanding tremendous public attention. Despite extensive media and academic scrutiny, the conventional wisdom about China's economy is often wrong. Cracking the China Conundrum provides a holistic and contrarian view of China's major economic, political, and foreign policy issues. Yukon Huang trenchantly addresses widely accepted yet misguided views in the analysis of China's economy. He examines arguments about the causes and effects of China's possible debt and property market bubbles, trade and investment relations with the Western world, the links between corruption and political liberalization in a growing economy and Beijing's more assertive foreign policies. Huang explains that such misconceptions arise in part because China's economic system is unprecedented in many ways-namely because it's driven by both the market and state- which complicates the task of designing accurate and adaptable analysis and research. Further, China's size, regional diversity, and uniquely decentralized administrative system poses difficulties for making generalizations and comparisons from micro to macro levels when trying to interpret China's economic state accurately. This book not only interprets the ideologies that experts continue building misguided theories upon, but also examines the contributing factors to this puzzle. Cracking the China Conundrum provides an enlightening and corrective viewpoint on several major economic and political foreign policy concerns currently shaping China's economic environment.


Demystifying Sustainability

Demystifying Sustainability

Author: Haydn Washington

Publisher: Routledge

Published: 2015-02-11

Total Pages: 243

ISBN-13: 1317606698

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What is sustainability? Much has been said about the terms ‘sustainability’ and ‘sustainable development’ over the last few decades, but they have become buried under academic jargon. This book is one of the first that aims to demystify sustainability so that the layperson can understand the key issues, questions and values involved. Accessible and engaging, the book examines the ‘old’ sustainability of the past and looks to the future, considering how economic, ecological and social sustainability should be defined if we are to solve the entwined environmental, economic and social crises. It considers if meaningful sustainability is the same as a ‘sustainable development’ based on endless growth, examining the difficult but central issues of overpopulation and overconsumption that drive unsustainability. The book also explores the central role played by society’s worldview and ethics, along with humanity’s most dangerous characteristic – denial. Finally, it looks to the future, discussing the ‘appropriate’ technology needed for sustainability, and suggesting nine key solutions. This book provides a much-needed comprehensive discussion of what sustainability means for students, policy makers and all those interested in a sustainable future.


Demystifying China’s Mega Trends

Demystifying China’s Mega Trends

Author: Chi Lo

Publisher: Emerald Group Publishing

Published: 2017-04-28

Total Pages: 279

ISBN-13: 1787144100

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This new book examines the structural forces behind mega trends in China, refuting conventional wisdom and demystifying media and market hypes about business opportunity and policy. It uses rigorous economic research and evidence to provide a new view of mega trends in China, and expose new trends and problems that will affect China and the World.


Demystifying Smart Cities

Demystifying Smart Cities

Author: Anders Lisdorf

Publisher: Apress

Published: 2019-12-09

Total Pages: 237

ISBN-13: 1484253779

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The concept of Smart Cities is accurately regarded as a potentially transformative power all over the world. Bustling metropolises infused with the right combination of the Internet of Things, artificial intelligence, big data, and blockchain promise to improve both our daily lives and larger structural operations at a city government level. The practical realities pose challenges that a significant sector of the tech industry now revolves around solving. Cut through the hype with Demystifying Smart Cities. In this book, the real-world implementations of successful Smart City technology in places like New York, Amsterdam, Copenhagen, and more are analyzed, and insights are gained from recorded attempts in similar urban centers that have not reached their full Smart City potential. From the logistical complications of securing thousands of devices to collect millions of pieces of data daily, to the complicated governmental processes that are required to install Smart City tech, Demystifying Smart Cities covers every aspect of this revolutionary modern technology. This book is the essential guide for anybody who touches a step of the Smart City process—from salespeople representing product vendors to city government officials to data scientists—and provides a more well-rounded understanding of the full positive and negative impacts of Smart City technology deployment. Demystifying Smart Cities evaluates how our cities can behave in a more intelligent way, and how producing novel solutions can pose equally novel challenges. The future of the metropolis is here, and the expert knowledge in the book is your greatest asset. What You'll LearnPractical issues and challenges of managing thousands and millions of IoT devices in a city The different types of city data and how to manage and secure it The possibilities of utilizing AI into a city (and how it differs from working with the private sector) Examples of how to make cities smarter with technology Who This Book Is For Primarily for those already familiar with the hype of smart city technologies but not the details of its implementation, along with technologists interested in learning how city government works when integrating technology. Also, people working for smart city vendors, especially sales people and product managers who need to understand their target market.


Downriver

Downriver

Author: Heather Hansman

Publisher: University of Chicago Press

Published: 2019-03-19

Total Pages: 232

ISBN-13: 022643267X

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The Green River, the most significant tributary of the Colorado River, runs 730 miles from the glaciers of Wyoming to the desert canyons of Utah. Over its course it meanders through ranches, cities, national parks, endangered fish habitats, and some of the most significant natural gas fields in the country, as it provides water for 33 million people. Stopped up by dams, slaked off by irrigation, and dried up by cities, the Green is crucial, overused, and at risk, now more than ever. Fights over the river’s water, and what’s going to happen to it in the future, are longstanding, intractable, and only getting worse as the West gets hotter and drier and more people depend on the river with each passing year. As a former raft guide and an environmental reporter, Heather Hansman knew these fights were happening, but she felt driven to see them from a different perspective—from the river itself. So she set out on a journey, in a one-person inflatable pack raft, to paddle the river from source to confluence and see what the experience might teach her. Mixing lyrical accounts of quiet paddling through breathtaking beauty with nights spent camping solo and lively discussions with farmers, city officials, and other people met along the way, Downriver is the story of that journey, a foray into the present—and future—of water in the West.


Demystifying Climate Models

Demystifying Climate Models

Author: Andrew Gettelman

Publisher: Springer

Published: 2016-04-09

Total Pages: 282

ISBN-13: 3662489597

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This book demystifies the models we use to simulate present and future climates, allowing readers to better understand how to use climate model results. In order to predict the future trajectory of the Earth’s climate, climate-system simulation models are necessary. When and how do we trust climate model predictions? The book offers a framework for answering this question. It provides readers with a basic primer on climate and climate change, and offers non-technical explanations for how climate models are constructed, why they are uncertain, and what level of confidence we should place in them. It presents current results and the key uncertainties concerning them. Uncertainty is not a weakness but understanding uncertainty is a strength and a key part of using any model, including climate models. Case studies of how climate model output has been used and how it might be used in the future are provided. The ultimate goal of this book is to promote a better understanding of the structure and uncertainties of climate models among users, including scientists, engineers and policymakers.


Powering the Future

Powering the Future

Author: Robert B. Laughlin

Publisher: Basic Books (AZ)

Published: 2011-09-27

Total Pages: 236

ISBN-13: 0465022197

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A Nobel laureate imagines the techonolgies that will allow us to harness alternative fuel sources and power society, despite the lack of carbon-based fuels, in an intriguing look at two centuries into the future.