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Artificial Intelligence And Educational Personalization
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Book Synopsis Personalized Machine Learning by : Julian McAuley
Download or read book Personalized Machine Learning written by Julian McAuley and published by Cambridge University Press. This book was released on 2022-02-03 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: Every day we interact with machine learning systems offering individualized predictions for our entertainment, social connections, purchases, or health. These involve several modalities of data, from sequences of clicks to text, images, and social interactions. This book introduces common principles and methods that underpin the design of personalized predictive models for a variety of settings and modalities. The book begins by revising 'traditional' machine learning models, focusing on adapting them to settings involving user data, then presents techniques based on advanced principles such as matrix factorization, deep learning, and generative modeling, and concludes with a detailed study of the consequences and risks of deploying personalized predictive systems. A series of case studies in domains ranging from e-commerce to health plus hands-on projects and code examples will give readers understanding and experience with large-scale real-world datasets and the ability to design models and systems for a wide range of applications.
Book Synopsis OECD Digital Education Outlook 2021 Pushing the Frontiers with Artificial Intelligence, Blockchain and Robots by : OECD
Download or read book OECD Digital Education Outlook 2021 Pushing the Frontiers with Artificial Intelligence, Blockchain and Robots written by OECD and published by OECD Publishing. This book was released on 2021-06-08 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: How might digital technology and notably smart technologies based on artificial intelligence (AI), learning analytics, robotics, and others transform education? This book explores such question. It focuses on how smart technologies currently change education in the classroom and the management of educational organisations and systems.
Book Synopsis Teaching Machines by : Audrey Watters
Download or read book Teaching Machines written by Audrey Watters and published by MIT Press. This book was released on 2023-02-07 with total page 325 pages. Available in PDF, EPUB and Kindle. Book excerpt: How ed tech was born: Twentieth-century teaching machines--from Sidney Pressey's mechanized test-giver to B. F. Skinner's behaviorist bell-ringing box. Contrary to popular belief, ed tech did not begin with videos on the internet. The idea of technology that would allow students to "go at their own pace" did not originate in Silicon Valley. In Teaching Machines, education writer Audrey Watters offers a lively history of predigital educational technology, from Sidney Pressey's mechanized positive-reinforcement provider to B. F. Skinner's behaviorist bell-ringing box. Watters shows that these machines and the pedagogy that accompanied them sprang from ideas--bite-sized content, individualized instruction--that had legs and were later picked up by textbook publishers and early advocates for computerized learning. Watters pays particular attention to the role of the media--newspapers, magazines, television, and film--in shaping people's perceptions of teaching machines as well as the psychological theories underpinning them. She considers these machines in the context of education reform, the political reverberations of Sputnik, and the rise of the testing and textbook industries. She chronicles Skinner's attempts to bring his teaching machines to market, culminating in the famous behaviorist's efforts to launch Didak 101, the "pre-verbal" machine that taught spelling. (Alternate names proposed by Skinner include "Autodidak," "Instructomat," and "Autostructor.") Telling these somewhat cautionary tales, Watters challenges what she calls "the teleology of ed tech"--the idea that not only is computerized education inevitable, but technological progress is the sole driver of events.
Book Synopsis Artificial Intelligence and Educational Personalization by : Santos Costa
Download or read book Artificial Intelligence and Educational Personalization written by Santos Costa and published by Santos Costa. This book was released on 2023-10-14 with total page 57 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence is revolutionizing the way we learn and teach. In this book, dive into the fascinating world of personalized learning with artificial intelligence and discover how this synergy is transforming education on a global scale. Throughout this book, we explore the fundamental concepts of personalized learning, presenting innovative approaches that empower educators to meet the unique needs of each student. Understand the crucial role of artificial intelligence in customizing educational content, adapting to individual preferences and pace of learning. We will enter the world of AI applied to education, knowing the various specific applications of this technology in educational institutions around the world. Successful case studies will reveal how schools and universities have achieved significant improvements in academic performance, student engagement and school retention. However, we will not ignore the challenges and ethical considerations that come with adopting AI in education. We will explore the barriers to implementing personalized learning with artificial intelligence and discuss how to mitigate algorithmic bias and ensure the privacy of student data. In addition, we will envision the exciting future of personalized learning with AI. Learn about the technological advancements driving this innovative approach and the trends that will shape the educational landscape in the coming years. This book is a must-read for educators, educational managers, researchers, and anyone interested in the future of education. By exploring the transformative possibilities of artificial intelligence in personalized learning, you'll be inspired to drive positive change in the way we learn and teach. Ready to embark on a journey towards personalized, inclusive and innovation-driven education? Come with us and discover how artificial intelligence is shaping the future of education and empowering every student to reach their full potential.
Book Synopsis Artificial Intelligence in Education by : Wayne Holmes
Download or read book Artificial Intelligence in Education written by Wayne Holmes and published by . This book was released on 2019-02-28 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The landscape for education has been rapidly changing in the last years: demographic changes affecting the makeup of families, multiple school options available to children, wealth disparities, the global economy demanding new skills from workers, and continued breakthroughs in technology are some of the factors impacting education. Given these changes, how can schools continue to prepare students for the future? In a world where information is readily available online, how can schools continue to be relevant? The emergence of Artificial Intelligence (AI) has exacerbated the need to have these conversations. Its impact on education and the multiple possibilities that it offers are putting pressure on educational leaders to reformulate the school curriculum and the channels to deliver it. The book "Artificial Intelligence in Education, Promises and Implications for Teaching and Learning" by the Center for Curriculum Redesign immerses the reader in a discussion on what to teach students in the era of AI and examines how AI is already demanding much needed updates to the school curriculum, including modernizing its content, focusing on core concepts, and embedding interdisciplinary themes and competencies with the end goal of making learning more enjoyable and useful in students' lives. The second part of the book dives into the history of AI in education, its techniques and applications -including the way AI can help teachers be more effective, and finishes on a reflection about the social aspects of AI. This book is a must-read for educators and policy-makers who want to prepare schools to face the uncertainties of the future and keep them relevant." --Amada Torres, VP, Studies, Insights, and Research, National Association of Independent School (NAIS) "The rapid advances in technology in recent decades have already brought about substantial changes in education, opening up new opportunities to teach and learn anywhere anytime and providing new tools and methods to improve learning outcomes and support innovative teaching and learning.Research into artificial intelligence and machine learning in education goes back to the late 1970s. Artificial intelligence methods were generally employed in two ways: to design and facilitate interactive learning environments that would support learning by doing, and to design and implement tutoring systems by adapting instructions with respect to the students' knowledge state.But this is just the beginning. As Artificial Intelligence in Education shows, AI is increasingly used in education and learning contexts. The collision of three areas - data, computation and education - is set to have far-reaching consequences, raising fundamental questions about the nature of education: what is taught and how it is taught. Artificial Intelligence in Education is an important, if at times disturbing, contribution to the debate on AI and provides a detailed analysis on how it may affect the way teachers and students engage in education. The book describes how artificial intelligence may impact on curriculum design, on the individualisation of learning, and on assessment, offering some tantalising glimpses into the future (the end of exams, your very own lifelong learning companion) while not falling victim to tech-hype. The enormous ethical, technical and pedagogical challenges ahead are spelt out, and there is a real risk that the rapid advances in artificial intelligence products and services will outstrip education systems' capacity to understand, manage and integrate them appropriately. As the book concludes: "We can either leave it to others (the computer scientists, AI engineers and big tech companies) to decide how artificial intelligence in education unfolds, or we can engage in productive dialogue."I commend this book to anyone concerned with the future of education in a digital world." --Marc Durando, Executive Director, European Schoolnet
Book Synopsis How to Personalize Learning by : Barbara Bray
Download or read book How to Personalize Learning written by Barbara Bray and published by Corwin Press. This book was released on 2016-09-29 with total page 230 pages. Available in PDF, EPUB and Kindle. Book excerpt: HOW to Personalize Learning This practical follow-up to Bray and McClaskey’s first book, Make Learning Personal: The What, Who, Wow, Where, and Whybrings theory to practice. Teachers will find the tools, skills, and strategies needed to personalize learning and develop self-directed, independent learners with agency. Discover how to get started and go deeper by building a shared vision that supports personalized learning using the Universal Design for Learning (UDL) framework. Also included are: Tools and templates such as the Learner Profile, Personal Learning Backpack, Personal Learning Plan, as well as tips for lesson design and PBL Lesson and project examples that show how teachers can change instructional practice by encouraging learner voice and choice QR codes and links to the authors’ website for electronic versions of tools, templates, activities, and checklists Create a powerful shift in education by building a culture of learning so every learner is valued. "If you are looking for a step-by-step guide on what personalized learning is and how to implement it, while being inspired and gaining ideas to implement immediately, this is definitely the book to read!" Diana Petschauer, Assistive Technology Professional, CEO AT for Education & Access4Employment, Wolfeboro Falls, NH "Barbara and Kathleen present well-tested strategies for personalization within a coherent framework. This highly practical book forms a reliable foundation for empowering a community striving to make schools work for all learners." John H. Clarke, Professor Emeritus, University of Vermont
Book Synopsis Innovative Learning Environments in STEM Higher Education by : Jungwoo Ryoo
Download or read book Innovative Learning Environments in STEM Higher Education written by Jungwoo Ryoo and published by Springer Nature. This book was released on 2021-03-11 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: As explored in this open access book, higher education in STEM fields is influenced by many factors, including education research, government and school policies, financial considerations, technology limitations, and acceptance of innovations by faculty and students. In 2018, Drs. Ryoo and Winkelmann explored the opportunities, challenges, and future research initiatives of innovative learning environments (ILEs) in higher education STEM disciplines in their pioneering project: eXploring the Future of Innovative Learning Environments (X-FILEs). Workshop participants evaluated four main ILE categories: personalized and adaptive learning, multimodal learning formats, cross/extended reality (XR), and artificial intelligence (AI) and machine learning (ML). This open access book gathers the perspectives expressed during the X-FILEs workshop and its follow-up activities. It is designed to help inform education policy makers, researchers, developers, and practitioners about the adoption and implementation of ILEs in higher education.
Book Synopsis AI and education by : Miao, Fengchun
Download or read book AI and education written by Miao, Fengchun and published by UNESCO Publishing. This book was released on 2021-04-08 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) has the potential to address some of the biggest challenges in education today, innovate teaching and learning practices, and ultimately accelerate the progress towards SDG 4. However, these rapid technological developments inevitably bring multiple risks and challenges, which have so far outpaced policy debates and regulatory frameworks. This publication offers guidance for policy-makers on how best to leverage the opportunities and address the risks, presented by the growing connection between AI and education. It starts with the essentials of AI: definitions, techniques and technologies. It continues with a detailed analysis of the emerging trends and implications of AI for teaching and learning, including how we can ensure the ethical, inclusive and equitable use of AI in education, how education can prepare humans to live and work with AI, and how AI can be applied to enhance education. It finally introduces the challenges of harnessing AI to achieve SDG 4 and offers concrete actionable recommendations for policy-makers to plan policies and programmes for local contexts. [Publisher summary, ed]
Book Synopsis Handbook of Research on Innovative Management Using AI in Industry 5.0 by : Garg, Vikas
Download or read book Handbook of Research on Innovative Management Using AI in Industry 5.0 written by Garg, Vikas and published by IGI Global. This book was released on 2021-11-19 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is no industry left where artificial intelligence is not used in some capacity. The application of this technology has already stretched across a multitude of domains including law and policy; it will soon permeate areas beyond anyone’s imagination. Technology giants such as Google, Apple, and Facebook are already investing their money, effort, and time toward integrating artificial intelligence. As this technology continues to develop and expand, it is critical for everyone to understand the various applications of artificial intelligence and its full potential. The Handbook of Research on Innovative Management Using AI in Industry 5.0 uncovers new and innovative features of artificial intelligence and how it can help in raising economic efficiency at both micro and macro levels and provides a deeper understanding of the relevant aspects of artificial intelligence impacting efficacy for better output. Covering topics such as consumer behavior, information technology, and personalized banking, it is an ideal resource for researchers, academicians, policymakers, business professionals, companies, and students.
Book Synopsis Growing Into Equity by : Sonia Caus Gleason
Download or read book Growing Into Equity written by Sonia Caus Gleason and published by Corwin Press. This book was released on 2013-07-09 with total page 217 pages. Available in PDF, EPUB and Kindle. Book excerpt: High-Achieving Students and Teachers—Winning Strategies from Title I Schools! This illuminating book shows how four outstanding Title I schools make the goal of personalized learning a reality for every student and every teacher. The common thread is commitment to equity—the belief that every child can achieve. Readers will find: Guidance on identifying obstacles to equity within your school and building a case for personalized learning Case studies showing the lived values, practices, and leadership that have helped schools transform learning How-to’s and templates for creating a team-based professional development program that helps teachers individualize instruction
Book Synopsis Application of Artificial Intelligence in Government Practices and Processes by : José Ramón Saura
Download or read book Application of Artificial Intelligence in Government Practices and Processes written by José Ramón Saura and published by . This book was released on 2022 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book identifies the main uses that governments make of artificial intelligence and outlines define citizens' concerns about their privacy, covering topics that are essential to understanding how governments should use artificial intelligence in their practices and processes"--
Book Synopsis Artificial Intelligence Supported Educational Technologies by : Niels Pinkwart
Download or read book Artificial Intelligence Supported Educational Technologies written by Niels Pinkwart and published by Springer Nature. This book was released on 2020-04-29 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes a collection of expanded papers from the 2019 Sino-German Symposium on AI-supported educational technologies, which was held in Wuhan, China, March, 2019. The contributors are distinguished researchers from computer science and learning science. The contributions are organized in four sections: (1) Overviews and systematic perspectives , (2) Example Systems, (3) Algorithms, and (4) Insights gained from empirical studies. For example, different data mining and machine learning methods to quantify different profiles of a learner in different learning situations (including interaction patterns, cognitive modes, knowledge skills, interests and emotions etc.) as well as connections to measurements in psychology and learning sciences are discussed in the chapters.
Book Synopsis Artificial Intelligence in Schools by : Varun Arora
Download or read book Artificial Intelligence in Schools written by Varun Arora and published by Routledge. This book was released on 2021-12-30 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence in Schools is the first book to explore the use of Artificial Intelligence (AI) as a tool to enhance K–12 instruction and administration. Every industry and sector will be drastically affected by the presence of artificial intelligence, and schooling is no exception! Written for the in-service community—leaders, administrators, coaches, and teachers alike—this is your one-stop opportunity to make sure you don’t fall behind the fast pace and promising innovations of today’s most advanced learning technology. Author Varun Arora presents AI as a problem-solving tool for teaching and learning, exploring its potential and application in real-world school contexts and in the language of educators. Covering curriculum development, feedback and scoring, student empowerment, behavioral and classroom management, college readiness, and more, the book is full of novel insights and concrete, strategic takeaways.
Book Synopsis AI Injected e-Learning by : Matthew Montebello
Download or read book AI Injected e-Learning written by Matthew Montebello and published by Springer. This book was released on 2017-10-27 with total page 99 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reviews a blend of artificial intelligence (AI) approaches that can take e-learning to the next level by adding value through customization. It investigates three methods: crowdsourcing via social networks; user profiling through machine learning techniques, and personal learning portfolios using learning analytics. Technology and education have drawn closer together over the years as they complement each other within the domain of e-learning, and different generations of online education reflect the evolution of new technologies as researcher and developers continuously seek to optimize the electronic medium to enhance the effectiveness of e-learning. Artificial intelligence (AI) for e-learning promises personalized online education through a combination of different intelligent techniques that are grounded in established learning theories while at the same time addressing a number of common e-learning issues. This book is intended for education technologists and e-learning researchers as well as for a general readership interested in the evolution of online education based on techniques like machine learning, crowdsourcing, and learner profiling that can be merged to characterize the future of personalized e-learning.
Book Synopsis Building Intelligent Interactive Tutors by : Beverly Park Woolf
Download or read book Building Intelligent Interactive Tutors written by Beverly Park Woolf and published by Morgan Kaufmann. This book was released on 2010-07-28 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt: Building Intelligent Interactive Tutors discusses educational systems that assess a student's knowledge and are adaptive to a student's learning needs. The impact of computers has not been generally felt in education due to lack of hardware, teacher training, and sophisticated software. and because current instructional software is neither truly responsive to student needs nor flexible enough to emulate teaching. Dr. Woolf taps into 20 years of research on intelligent tutors to bring designers and developers a broad range of issues and methods that produce the best intelligent learning environments possible, whether for classroom or life-long learning. The book describes multidisciplinary approaches to using computers for teaching, reports on research, development, and real-world experiences, and discusses intelligent tutors, web-based learning systems, adaptive learning systems, intelligent agents and intelligent multimedia. It is recommended for professionals, graduate students, and others in computer science and educational technology who are developing online tutoring systems to support e-learning, and who want to build intelligence into the system. - Combines both theory and practice to offer most in-depth and up-to-date treatment of intelligent tutoring systems available - Presents powerful drivers of virtual teaching systems, including cognitive science, artificial intelligence, and the Internet - Features algorithmic material that enables programmers and researchers to design building components and intelligent systems
Download or read book Machine Learning written by Tony Jebara and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 213 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine Learning: Discriminative and Generative covers the main contemporary themes and tools in machine learning ranging from Bayesian probabilistic models to discriminative support-vector machines. However, unlike previous books that only discuss these rather different approaches in isolation, it bridges the two schools of thought together within a common framework, elegantly connecting their various theories and making one common big-picture. Also, this bridge brings forth new hybrid discriminative-generative tools that combine the strengths of both camps. This book serves multiple purposes as well. The framework acts as a scientific breakthrough, fusing the areas of generative and discriminative learning and will be of interest to many researchers. However, as a conceptual breakthrough, this common framework unifies many previously unrelated tools and techniques and makes them understandable to a larger portion of the public. This gives the more practical-minded engineer, student and the industrial public an easy-access and more sensible road map into the world of machine learning. Machine Learning: Discriminative and Generative is designed for an audience composed of researchers & practitioners in industry and academia. The book is also suitable as a secondary text for graduate-level students in computer science and engineering.
Book Synopsis ARTIFICIAL INTELLIGENCE IN EDUCATION: REVOLUTIONIZING LEARNING AND TEACHING by : Prof. (Dr.) Mita Banerjee
Download or read book ARTIFICIAL INTELLIGENCE IN EDUCATION: REVOLUTIONIZING LEARNING AND TEACHING written by Prof. (Dr.) Mita Banerjee and published by RED UNICORN PUBLISHING. This book was released on 2024-08-25 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt:
