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 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 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 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 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 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 The Marvelous Learning Animal written by Arthur W. Staats and published by Prometheus Books. This book was released on 2012-06-12 with total page 499 pages. Available in PDF, EPUB and Kindle. Book excerpt: What makes us human? In recent decades, researchers have focused on innate tendencies and inherited traits as explanations for human behavior, especially in light of groundbreaking human genome research. The author thinks this trend is misleading. As he shows in great detail in this engaging, thought-provoking, and highly informative book, what makes our species unique is our marvelous ability to learn, which is an ability that no other primate possesses. In his exploration of human progress, the author reveals that the immensity of human learning has not been fully understood or examined. Evolution has endowed us with extremely versatile bodies and a brain comprised of one hundred billion neurons, which makes us especially suited for a wide range of sophisticated learning. Already in childhood, human beings begin learning complex repertoires—language, sports, value systems, music, science, rules of behavior, and many other aspects of culture. These repertoires build on one another in special ways, and our brains develop in response to the learning experiences we receive from those around us and from what we read and hear and see. When humans gather in society, the cumulative effect of building learning upon learning is enormous. The author presents a new way of understanding humanness—in the behavioral nature of the human body, in the unique human way of learning, in child development, in personality, and in abnormal behavior. With all this, and his years of basic and applied research, he develops a new theory of human evolution and a new vision of the human being. This book offers up a unified concept that not only provides new ways of understanding human behavior and solving human problems but also lays the foundations for opening new areas of science.
Download or read book Measuring Human Return written by Joanne McEachen and published by Corwin Press. This book was released on 2018-09-20 with total page 185 pages. Available in PDF, EPUB and Kindle. Book excerpt: Measure what matters for deeper learning Getting at the heart of what matters for students is key to deeper learning that connects with their lives, but what good is knowing what matters without also understanding how to bring it to life? What does it really take to know who students are, what they are truly learning, and why? Measuring Human Return solves this dilemma with a comprehensive, systematic process for measuring deeper learning outcomes. Educators will learn to assess students’ self-understanding, knowledge, competencies, and connections through vignettes, case studies, learning experiences and tools. The book helps readers: Develop key system capabilities to build the foundation for sustainable engagement, measurement, and change Discover five comprehensive "frames" for measuring deeper learning Engage in the process of collaborative inquiry Commit to the central, active role of learners by engaging them as partners in every aspect of their learning Discover how to take an authentic, formative, and inquiry-driven approach to measuring the outcomes that drive deeper learning. The book really hits the mark. The best thing about it is the in-depth discussion of systems. It is with great pleasure that I read and re-read this book. It delivers a good combination of big vision with specific strategies and techniques. Jeff Beaudry, Professor, Educational Leadership; University of Southern Maine; Portland, ME This is just what we need in our district. This engaging book will help Change Teams support their systems to effectively measure deeper learning. Readers will be drawn in by great examples from around the globe of educators putting students first. This energizing book calls us to take action for all of our students today and for our future. Charisse Berner, Director of Teaching and Learning, Curriculum; Bellingham Public Schools; Bellingham, WA
Download or read book Learning to be Human written by La Butcher and published by Independently Published. This book was released on 2021-08-30 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sometimes living in the shadows is the safest place to be... or so you would think, but you'd be wrong, because living in the shadows is what makes you a victim. As the youngest child living within a dysfunctional family, I thought that anger, rivalry and hatred were the norm, that every family possessed dirty little secrets they hid from the world... like alcohol and drug addiction, mental and physical abuse, depression, schizophrenia and suicide. Surviving those dirty little secrets while running from the school bully was hard, but it was nothing in comparison to coming up on the radar of the neighbourhood pedophile.
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 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 LEARNING From Learning Curves to Learning Organizations written by Ezey M. Dar-El and published by Springer Science & Business Media. This book was released on 2013-03-14 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning plays a fundamental role in the production planning and growth of all organizations. With the need for more rapid changes in the global economy, the management of organizational change is a key factor in sustaining competitiveness in today's economy. This book has been developed with these `learning needs' in mind. Human Learning:From Learning Curves to Learning Organizations covers a broad range of learning models and related topics beginning with learning curves to recent research on learning organizations. The book's focus is to enable researchers and practitioners to forecast any organization's `learning needs' using the prediction aspects of an array of learning models. The book includes research and application discussions on topics such as accounting for previous experience; the `learning-forgetting-relearning' phenomenon; parameter estimation with no previous experience; DeJong's incompressibility model; predictive learning models requiring only two learning parameters; long learning cycle times; the speed-error relationship; evaluating the cost of learning from the point of view of safety; and an examination of Learning Organizations. Each chapter is developed from published research and worked examples are used throughout.
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 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 Relationship Rich Education written by Peter Felten and published by JHU Press. This book was released on 2020-11-03 with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt: A mentor, advisor, or even a friend? Making connections in college makes all the difference. What single factor makes for an excellent college education? As it turns out, it's pretty simple: human relationships. Decades of research demonstrate the transformative potential and the lasting legacies of a relationship-rich college experience. Critics suggest that to build connections with peers, faculty, staff, and other mentors is expensive and only an option at elite institutions where instructors have the luxury of time with students. But in this revelatory book brimming with the voices of students, faculty, and staff from across the country, Peter Felten and Leo M. Lambert argue that relationship-rich environments can and should exist for all students at all types of institutions. In Relationship-Rich Education, Felten and Lambert demonstrate that for relationships to be central in undergraduate education, colleges and universities do not require immense resources, privileged students, or specially qualified faculty and staff. All students learn best in an environment characterized by high expectation and high support, and all faculty and staff can learn to teach and work in ways that enable relationship-based education. Emphasizing the centrality of the classroom experience to fostering quality relationships, Felten and Lambert focus on students' influence in shaping the learning environment for their peers, as well as the key difference a single, well-timed conversation can make in a student's life. They also stress that relationship-rich education is particularly important for first-generation college students, who bring significant capacities to college but often face long-standing inequities and barriers to attaining their educational aspirations. Drawing on nearly 400 interviews with students, faculty, and staff at 29 higher education institutions across the country, Relationship-Rich Education provides readers with practical advice on how they can develop and sustain powerful relationship-based learning in their own contexts. Ultimately, the book is an invitation—and a challenge—for faculty, administrators, and student life staff to move relationships from the periphery to the center of undergraduate education.
Download or read book God Evil and Human Learning written by Fred Berthold and published by SUNY Press. This book was released on 2004-08-02 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt: Revises the traditional free will defense regarding the existence of evil in the world of a loving God.
