Human-in-the-Loop Machine Learning

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Author :
Publisher : Simon and Schuster
ISBN 13 : 1617296740
Total Pages : 422 pages
Book Rating : 4.41/5 ( download)

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Book Synopsis Human-in-the-Loop Machine Learning by : Robert Munro

Download or read book Human-in-the-Loop Machine Learning written by Robert Munro and published by Simon and Schuster. This book was released on 2021-07-20 with total page 422 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning applications perform better with human feedback. Keeping the right people in the loop improves the accuracy of models, reduces errors in data, lowers costs, and helps you ship models faster. Human-in-the-loop machine learning lays out methods for humans and machines to work together effectively. You'll find best practices on selecting sample data for human feedback, quality control for human annotations, and designing annotation interfaces. You'll learn to dreate training data for labeling, object detection, and semantic segmentation, sequence labeling, and more. The book starts with the basics and progresses to advanced techniques like transfer learning and self-supervision within annotation workflows.

Human-in-the-Loop Simulations

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 0857298836
Total Pages : 265 pages
Book Rating : 4.36/5 ( download)

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Book Synopsis Human-in-the-Loop Simulations by : Ling Rothrock

Download or read book Human-in-the-Loop Simulations written by Ling Rothrock and published by Springer Science & Business Media. This book was released on 2011-09-15 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: Human-in-the-Loop Simulations is a compilation of articles from experts in the design, development, and use of human-in-the-loop simulations. The first section of the handbook consists of papers on fundamental concepts in human-in-the-loop simulations, such as object-oriented simulation development, interface design and development, and performance measurement. The second section includes papers from researchers who utilized HITL simulations to inform models of cognitive processes to include decision making and metacognition. The last section describes human-in-the-loop processes for complex simulation models in trade space exploration and epidemiological analyses. Human-in-the-Loop Simulations is a useful tool for multiple audiences, including graduate students and researchers in engineering and computer science.

The Loop

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Publisher :
ISBN 13 : 9780316487184
Total Pages : 0 pages
Book Rating : 4.8X/5 ( download)

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Book Synopsis The Loop by : Jacob Ward

Download or read book The Loop written by Jacob Ward and published by . This book was released on 2023-10-03 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This eye-opening narrative journey into the rapidly changing world of artificial intelligence reveals the dangerous ways AI is exploiting the unconscious habits of our minds, and the real threat it poses to humanity: "The best book I have ever read about AI" (New York Times bestselling author Roger McNamee). Artificial intelligence is about to amplify the most primitive version of who we are, and spit it back at us for entertainment and profit. That's the warning from award-winning technology journalist Jacob Ward, whose decade-long journey through the cutting edge of AI and behavioral science reveals that we're on the verge of becoming caught in The Loop: a shrinking cycle of narrowed choices and lost skills that will turn us away from expertise, human connection, and creativity if we don't act fast. From biometric surveillance states that track the movements and relationships of over a billion people, to the algorithms that determine what movies get made, to the risky multiple-choice simplicity of automated battlefield systems, this book reveals that the most obvious patterns in our behavior--patterns that AI is most likely to vacuum up--are not the ones we want to perpetuate. As the tech industry begins writing flawed human habits into AI, The Loop is a call to look at ourselves more clearly, so we can put only the best parts of ourselves into the systems we create.

Autonomous Weapons Systems

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Publisher : Cambridge University Press
ISBN 13 : 1107153565
Total Pages : 421 pages
Book Rating : 4.61/5 ( download)

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Book Synopsis Autonomous Weapons Systems by : Nehal Bhuta

Download or read book Autonomous Weapons Systems written by Nehal Bhuta and published by Cambridge University Press. This book was released on 2016-09 with total page 421 pages. Available in PDF, EPUB and Kindle. Book excerpt: This examination of the implications and regulation of autonomous weapons systems combines contributions from law, robotics and philosophy.

Tactile Internet

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Publisher : Academic Press
ISBN 13 : 0128213558
Total Pages : 510 pages
Book Rating : 4.51/5 ( download)

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Book Synopsis Tactile Internet by : Frank H.P. Fitzek

Download or read book Tactile Internet written by Frank H.P. Fitzek and published by Academic Press. This book was released on 2021-03-06 with total page 510 pages. Available in PDF, EPUB and Kindle. Book excerpt: Tactile Internet with Human-in-the-Loop describes the change from the current Internet, which focuses on the democratization of information independent of location or time, to the Tactile Internet, which democratizes skills to promote equity that is independent of age, gender, sociocultural background or physical limitations. The book promotes the concept of the Tactile Internet for remote closed-loop human-machine interaction and describes the main challenges and key technologies. Current standardization activities in the field for IEEE and IETF are also described, making this book an ideal resource for researchers, graduate students, and industry R&D engineers in communications engineering, electronic engineering, and computer engineering. Provides a comprehensive reference that addresses all aspects of the Tactile Internet – technologies, engineering challenges, use cases and standards Written by leading researchers in the field Presents current standardizations surrounding the IETF and the IEEE Contains use cases that illustrate practical applications

Computer Vision -- ECCV 2010

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Publisher : Springer Science & Business Media
ISBN 13 : 364215560X
Total Pages : 836 pages
Book Rating : 4.04/5 ( download)

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Book Synopsis Computer Vision -- ECCV 2010 by : Kostas Daniilidis

Download or read book Computer Vision -- ECCV 2010 written by Kostas Daniilidis and published by Springer Science & Business Media. This book was released on 2010-08-30 with total page 836 pages. Available in PDF, EPUB and Kindle. Book excerpt: The six-volume set comprising LNCS volumes 6311 until 6313 constitutes the refereed proceedings of the 11th European Conference on Computer Vision, ECCV 2010, held in Heraklion, Crete, Greece, in September 2010. The 325 revised papers presented were carefully reviewed and selected from 1174 submissions. The papers are organized in topical sections on object and scene recognition; segmentation and grouping; face, gesture, biometrics; motion and tracking; statistical models and visual learning; matching, registration, alignment; computational imaging; multi-view geometry; image features; video and event characterization; shape representation and recognition; stereo; reflectance, illumination, color; medical image analysis.

The LegalTech Book

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Publisher : John Wiley & Sons
ISBN 13 : 1119574285
Total Pages : 282 pages
Book Rating : 4.86/5 ( download)

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Book Synopsis The LegalTech Book by : Sophia Adams Bhatti

Download or read book The LegalTech Book written by Sophia Adams Bhatti and published by John Wiley & Sons. This book was released on 2020-06-01 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Written by prominent thought leaders in the global FinTech investment space, The LegalTech Book aggregates diverse expertise into a single, informative volume. Key industry developments are explained in detail, and critical insights from cutting-edge practitioners offer first-hand information and lessons learned. Coverage includes: The current status of LegalTech, why now is the time for it to boom, the drivers behind it, and how it relates to FinTech, RegTech, InsurTech and WealthTech Applications of AI, machine learning and deep learning in the practice of law; e-discovery and due diligence; AI as a legal predictor LegalTech making the law accessible to all; online courts, online dispute resolution The Uberization of the law; hiring and firing through apps Lawbots; social media meets legal advice To what extent does LegalTech make lawyers redundant? Cryptocurrencies, distributed ledger technology and the law The Internet of Things, data privacy, automated contracts Cybersecurity and data Technology vs. the law; driverless cars and liability, legal rights of robots, ownership rights over works created by technology Legislators as innovators"--

Artificial Unintelligence

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Publisher : MIT Press
ISBN 13 : 026253701X
Total Pages : 247 pages
Book Rating : 4.18/5 ( download)

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Book Synopsis Artificial Unintelligence by : Meredith Broussard

Download or read book Artificial Unintelligence written by Meredith Broussard and published by MIT Press. This book was released on 2019-01-29 with total page 247 pages. Available in PDF, EPUB and Kindle. Book excerpt: A guide to understanding the inner workings and outer limits of technology and why we should never assume that computers always get it right. In Artificial Unintelligence, Meredith Broussard argues that our collective enthusiasm for applying computer technology to every aspect of life has resulted in a tremendous amount of poorly designed systems. We are so eager to do everything digitally—hiring, driving, paying bills, even choosing romantic partners—that we have stopped demanding that our technology actually work. Broussard, a software developer and journalist, reminds us that there are fundamental limits to what we can (and should) do with technology. With this book, she offers a guide to understanding the inner workings and outer limits of technology—and issues a warning that we should never assume that computers always get things right. Making a case against technochauvinism—the belief that technology is always the solution—Broussard argues that it's just not true that social problems would inevitably retreat before a digitally enabled Utopia. To prove her point, she undertakes a series of adventures in computer programming. She goes for an alarming ride in a driverless car, concluding “the cyborg future is not coming any time soon”; uses artificial intelligence to investigate why students can't pass standardized tests; deploys machine learning to predict which passengers survived the Titanic disaster; and attempts to repair the U.S. campaign finance system by building AI software. If we understand the limits of what we can do with technology, Broussard tells us, we can make better choices about what we should do with it to make the world better for everyone.

Computers in the Human Interaction Loop

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Publisher : Springer Science & Business Media
ISBN 13 : 1848820542
Total Pages : 379 pages
Book Rating : 4.48/5 ( download)

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Book Synopsis Computers in the Human Interaction Loop by : Alexander Waibel

Download or read book Computers in the Human Interaction Loop written by Alexander Waibel and published by Springer Science & Business Media. This book was released on 2009-04-05 with total page 379 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book integrates a wide range of research topics related to and necessary for the development of proactive, smart, computers in the human interaction loop, including the development of audio-visual perceptual components for such environments; the design, implementation and analysis of novel proactive perceptive services supporting humans; the development of software architectures, ontologies and tools necessary for building such environments and services, as well as approaches for the evaluation of such technologies and services. The book is based on a major European Integrated Project, CHLI (Computers in the Human Interaction Loop), and throws light on the paradigm shift in the area of HCI that rather than humans interactive directly with machines, computers should observe and understand human interaction, and support humans during their work and interaction in an implicit and proactive manner.

Human-Centered AI

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Author :
Publisher : Oxford University Press
ISBN 13 : 0192845292
Total Pages : 390 pages
Book Rating : 4.90/5 ( download)

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Book Synopsis Human-Centered AI by : Ben Shneiderman

Download or read book Human-Centered AI written by Ben Shneiderman and published by Oxford University Press. This book was released on 2022 with total page 390 pages. Available in PDF, EPUB and Kindle. Book excerpt: The remarkable progress in algorithms for machine and deep learning have opened the doors to new opportunities, and some dark possibilities. However, a bright future awaits those who build on their working methods by including HCAI strategies of design and testing. As many technology companies and thought leaders have argued, the goal is not to replace people, but to empower them by making design choices that give humans control over technology. In Human-Centered AI, Professor Ben Shneiderman offers an optimistic realist's guide to how artificial intelligence can be used to augment and enhance humans' lives. This project bridges the gap between ethical considerations and practical realities to offer a road map for successful, reliable systems. Digital cameras, communications services, and navigation apps are just the beginning. Shneiderman shows how future applications will support health and wellness, improve education, accelerate business, and connect people in reliable, safe, and trustworthy ways that respect human values, rights, justice, and dignity.