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.

Download or read book Human Learning written by Jeanne Ellis Ormrod and published by Prentice Hall. This book was released on 2012 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The market-leading education textbook on learning theories, Human Learning, Sixth Edition, covers a broad range of concepts and is supported by the author's lucid and engaging writing style, which helps readers learn the book's content meaningfully. In this new sixth edition, readers will find significant updates to reflect the most current research in the field, including: expansion of the chapter on cognition and memory; re-organization of content on Piaget and Vygotsky into two separate chapters; a core section on teaching critical-thinking skills; and the significantly revised discussion of technology-based instructed. Instructors and students alike can feel confident in learning about learning with this influential and best-selling author"--Publisher's website.

Download or read book Learning To Be Human written by Leston L. Havens and published by Addison Wesley Publishing Company. This book was released on 1994-04-20 with total page 168 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Human and Machine Learning written by Jianlong Zhou and published by Springer. This book was released on 2018-06-07 with total page 485 pages. Available in PDF, EPUB and Kindle. Book excerpt: With an evolutionary advancement of Machine Learning (ML) algorithms, a rapid increase of data volumes and a significant improvement of computation powers, machine learning becomes hot in different applications. However, because of the nature of “black-box” in ML methods, ML still needs to be interpreted to link human and machine learning for transparency and user acceptance of delivered solutions. This edited book addresses such links from the perspectives of visualisation, explanation, trustworthiness and transparency. The book establishes the link between human and machine learning by exploring transparency in machine learning, visual explanation of ML processes, algorithmic explanation of ML models, human cognitive responses in ML-based decision making, human evaluation of machine learning and domain knowledge in transparent ML applications. This is the first book of its kind to systematically understand the current active research activities and outcomes related to human and machine learning. The book will not only inspire researchers to passionately develop new algorithms incorporating human for human-centred ML algorithms, resulting in the overall advancement of ML, but also help ML practitioners proactively use ML outputs for informative and trustworthy decision making. This book is intended for researchers and practitioners involved with machine learning and its applications. The book will especially benefit researchers in areas like artificial intelligence, decision support systems and human-computer interaction.

Download or read book Studying Human Behavior written by Helen E. Longino and published by University of Chicago Press. This book was released on 2013-01-18 with total page 263 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this volume, Longino enters into the complexities of human behavioural research, a domain still dominated by the age-old debate of 'nature versus nurture'. Longino focuses on how scientists study it, specifically sexual behaviour and aggression, and asks what can be known about human behaviour through empirical investigation.

Download or read book Human brain human learning updated written by Leslie A. Hart and published by . This book was released on 1999 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: Orchestrating learning that is bodybrain-compatible must be the foundation for what goes on in the classroom. Hart brilliantly explains the biology of learning related to classroom practice and allows the reader to "see" what is necessary for real reform efforts to succeed. The reader comes to appreciate how the brain makes meaning through pattern recognition, prepares to act through mental programs, and responds to emotion.

Download or read book Learning Human written by Les Murray and published by Macmillan. This book was released on 2000 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presents a collection of poems, written since 1965, that the author considers to be his best work.

Download or read book Human Learning written by Peter Jarvis and published by Routledge. This book was released on 2006-03-31 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning is among the most basic of human activities. The study of, and research into, learning forms a central part of educational studies. The well-respected and established authors, Jarvis and Parker, not only focus on the psychological processes of human learning, but they also examine the importance of the relationship between the body and the mind. For the first time, this book considers how our neurological, biological, emotional and spiritual faculties all impact on human learning. Topics covered include: the biology of learning personality and human learning thinking and learning styles gender and human learning life cycle development and human learning emotional intelligence and learning morality and human learning learning in the social context. Drawing on material from the worlds of science and social science, and with contributions from international authors, this book will be of interest to academics in a wide range of disciplines.

Download or read book Categories of Human Learning written by Arthur W. Melton and published by Academic Press. This book was released on 2014-05-12 with total page 373 pages. Available in PDF, EPUB and Kindle. Book excerpt: Categories of Human Learning covers the papers presented at the Symposium on the Psychology of Human Learning, held at the University of Michigan, Ann Arbor on January 31 and February 1, 1962. The book focuses on the different classifications of human learning. The selection first offers information on classical and operant conditioning and the categories of learning and the problem of definition. Discussions focus on classical and instrumental conditioning and the nature of reinforcement; comparability of the forms of human learning; conditioning experiments with human subjects; and subclasses of classical and instrumental conditioning. The text then takes a look at the representativeness of rote verbal learning and centrality of verbal learning. The publication ponders on probability learning, evaluation of stimulus sampling theory, and short-term memory and incidental learning. Topics include short-term retention, stimulus variation experiments, reinforcement schedules and mean response, systematic interpretations, and methodological approaches. The book then examines the behavioral effects of instruction to learning, verbalizations and concepts, and the generality of research on transfer functions. The selection is highly recommended for psychologists and educators wanting to conduct studies on the categories of human learning.

Download or read book Visual Learning Human Anatomy written by Ken Ashwell and published by Simon and Schuster. This book was released on 2021-10-29 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: "With large, colorful graphics, and simple explanations, Barron's Visual Learning: Human Anatomy is the ultimate user-friendly resource for anatomy learners. Inside you'll find easy-to-follow diagrams, detailed illustrations, and mindmaps for key topics."--Provided by publisher.

Download or read book The Philosophy of Human Learning written by Christopher Winch and published by Routledge. This book was released on 2002-01-04 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Philosophy of Human Learning addresses current concerns with the nature of human learning from a distinctive philosophical perspective. Using insights derived from the work of Wittgenstein, it mounts a vigorous attack on influential contemporary accounts of learning, both in the 'romantic' Rousseauian tradition and in the 'scientific' cognotivist tradition. These two schools, Professor Winch argues, are more closely related than is commonly realised.

Download or read book The Alignment Problem Machine Learning and Human Values written by Brian Christian and published by W. W. Norton & Company. This book was released on 2020-10-06 with total page 459 pages. Available in PDF, EPUB and Kindle. Book excerpt: A jaw-dropping exploration of everything that goes wrong when we build AI systems and the movement to fix them. Today’s “machine-learning” systems, trained by data, are so effective that we’ve invited them to see and hear for us—and to make decisions on our behalf. But alarm bells are ringing. Recent years have seen an eruption of concern as the field of machine learning advances. When the systems we attempt to teach will not, in the end, do what we want or what we expect, ethical and potentially existential risks emerge. Researchers call this the alignment problem. Systems cull résumés until, years later, we discover that they have inherent gender biases. Algorithms decide bail and parole—and appear to assess Black and White defendants differently. We can no longer assume that our mortgage application, or even our medical tests, will be seen by human eyes. And as autonomous vehicles share our streets, we are increasingly putting our lives in their hands. The mathematical and computational models driving these changes range in complexity from something that can fit on a spreadsheet to a complex system that might credibly be called “artificial intelligence.” They are steadily replacing both human judgment and explicitly programmed software. In best-selling author Brian Christian’s riveting account, we meet the alignment problem’s “first-responders,” and learn their ambitious plan to solve it before our hands are completely off the wheel. In a masterful blend of history and on-the ground reporting, Christian traces the explosive growth in the field of machine learning and surveys its current, sprawling frontier. Readers encounter a discipline finding its legs amid exhilarating and sometimes terrifying progress. Whether they—and we—succeed or fail in solving the alignment problem will be a defining human story. The Alignment Problem offers an unflinching reckoning with humanity’s biases and blind spots, our own unstated assumptions and often contradictory goals. A dazzlingly interdisciplinary work, it takes a hard look not only at our technology but at our culture—and finds a story by turns harrowing and hopeful.

Download or read book Machine Learning for Human Motion Analysis Theory and Practice written by Wang, Liang and published by IGI Global. This book was released on 2009-12-31 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book highlights the development of robust and effective vision-based motion understanding systems, addressing specific vision applications such as surveillance, sport event analysis, healthcare, video conferencing, and motion video indexing and retrieval"--Provided by publisher.

Download or read book Robot Learning Human Skills and Intelligent Control Design written by Chenguang Yang and published by CRC Press. This book was released on 2021-06-21 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the last decades robots are expected to be of increasing intelligence to deal with a large range of tasks. Especially, robots are supposed to be able to learn manipulation skills from humans. To this end, a number of learning algorithms and techniques have been developed and successfully implemented for various robotic tasks. Among these methods, learning from demonstrations (LfD) enables robots to effectively and efficiently acquire skills by learning from human demonstrators, such that a robot can be quickly programmed to perform a new task. This book introduces recent results on the development of advanced LfD-based learning and control approaches to improve the robot dexterous manipulation. First, there's an introduction to the simulation tools and robot platforms used in the authors' research. In order to enable a robot learning of human-like adaptive skills, the book explains how to transfer a human user’s arm variable stiffness to the robot, based on the online estimation from the muscle electromyography (EMG). Next, the motion and impedance profiles can be both modelled by dynamical movement primitives such that both of them can be planned and generalized for new tasks. Furthermore, the book introduces how to learn the correlation between signals collected from demonstration, i.e., motion trajectory, stiffness profile estimated from EMG and interaction force, using statistical models such as hidden semi-Markov model and Gaussian Mixture Regression. Several widely used human-robot interaction interfaces (such as motion capture-based teleoperation) are presented, which allow a human user to interact with a robot and transfer movements to it in both simulation and real-word environments. Finally, improved performance of robot manipulation resulted from neural network enhanced control strategies is presented. A large number of examples of simulation and experiments of daily life tasks are included in this book to facilitate better understanding of the readers.

Download or read book Flexible Learning Human Resource and Organisational Development written by John Garrick and published by Routledge. This book was released on 1999-09-23 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent challenges facing higher and tertiary education such as the impact of globalisation and the emergence of new technologies, have called for a radical reconceptualisation of the teaching-learning nexus.This book addresses contemporary contexts of flexible learning and its practices, and provides insights about directions in which education and

Download or read book How Humans Learn written by Joshua Eyler and published by Teaching and Learning in Highe. This book was released on 2018 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Even on good days, teaching is a challenging profession. One way to make the job of college instructors easier, however, is to know more about the ways students learn. How Humans Learn aims to do just that by peering behind the curtain and surveying research in fields as diverse as developmental psychology, anthropology, and cognitive neuroscience for insight into the science behind learning. The result is a story that ranges from investigations of the evolutionary record to studies of infants discovering the world for the first time, and from a look into how our brains respond to fear to a reckoning with the importance of gestures and language. Joshua R. Eyler identifies five broad themes running through recent scientific inquiry--curiosity, sociality, emotion, authenticity, and failure--devoting a chapter to each and providing practical takeaways for busy teachers. He also interviews and observes college instructors across the country, placing theoretical insight in dialogue with classroom experience.

Download or read book Learning War written by Trent Hone and published by Naval Institute Press. This book was released on 2018-06-15 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning War examines the U.S. Navy’s doctrinal development from 1898–1945 and explains why the Navy in that era was so successful as an organization at fostering innovation. A revolutionary study of one of history’s greatest success stories, this book draws profoundly important conclusions that give new insight, not only into how the Navy succeeded in becoming the best naval force in the world, but also into how modern organizations can exploit today’s rapid technological and social changes in their pursuit of success. Trent Hone argues that the Navy created a sophisticated learning system in the early years of the twentieth century that led to repeated innovations in the development of surface warfare tactics and doctrine. The conditions that allowed these innovations to emerge are analyzed through a consideration of the Navy as a complex adaptive system. Learning War is the first major work to apply this complex learning approach to military history. This approach permits a richer understanding of the mechanisms that enable human organizations to evolve, innovate, and learn, and it offers new insights into the history of the United States Navy.