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Personalizing Training With Adaptive Learning Systems

Personalizing Training With Adaptive Learning Systems
Author: James Bennett
Publisher: Association for Talent Development
Total Pages: 24
Release: 2018-05-01
Genre: Business & Economics
ISBN: 1562864394
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Adaptive learning systems allow corporations to enhance and adjust training to the individual learner. Adaptive learning also allows companies to measure and assess what training participants have learned and how to further help them. In “Personalizing Training With Adaptive Learning Systems,” James Bennett presents an overview of adaptive learning and then dives deeper into details that will make working with adaptive learning systems much easier and more effective. This issue of TD at Work: · identifies the types of problems adaptive learning solves · defines common components of adaptive learning systems · discusses designing and developing in an adaptive system, including providing a design steps template · addresses what to look for when choosing an adaptive learning system.

Innovative Learning Environments in STEM Higher Education

Innovative Learning Environments in STEM Higher Education
Author: Jungwoo Ryoo
Publisher: Springer Nature
Total Pages: 148
Release: 2021-03-11
Genre: Social Science
ISBN: 303058948X
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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.

Handbook of Research on Modern Educational Technologies, Applications, and Management

Handbook of Research on Modern Educational Technologies, Applications, and Management
Author: Khosrow-Pour D.B.A., Mehdi
Publisher: IGI Global
Total Pages: 950
Release: 2020-07-10
Genre: Education
ISBN: 1799834778
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As technology and technological advancements become a more prevalent and essential aspect of daily and business life, educational institutions must keep pace in order to maintain relevance and retain their ability to adequately prepare students for their lives beyond education. Such institutions and their leaders are seeking relevant strategies for the implementation and effective use of new and upcoming technologies and leadership strategies to best serve students and educators within educational settings. As traditional education methods become more outdated, strategies to supplement and bolster them through technology and effective management become essential to the success of institutions and programs. The Handbook of Research on Modern Educational Technologies, Applications, and Management is an all-encompassing two-volume scholarly reference comprised of 58 original and previously unpublished research articles that provide cutting-edge, multidisciplinary research and expert insights on advancing technologies used in educational settings as well as current strategies for administrative and leadership roles in education. Covering a wide range of topics including but not limited to community engagement, educational games, data management, and mobile learning, this publication provides insights into technological advancements with educational applications and examines forthcoming implementation strategies. These strategies are ideal for teachers, instructional designers, curriculum developers, educational software developers, and information technology specialists looking to promote effective learning in the classroom through cutting-edge learning technologies, new learning theories, and successful leadership tactics. Administrators, educational leaders, educational policymakers, and other education professionals will also benefit from this publication by utilizing the extensive research on managing educational institutions and providing valuable training and professional development initiatives as well as implementing the latest administrative technologies. Additionally, academicians, researchers, and students in areas that include but are not limited to educational technology, academic leadership, mentorship, learning environments, and educational support systems will benefit from the extensive research compiled within this publication.

Intelligent Adaptation and Personalization Techniques in Computer-Supported Collaborative Learning

Intelligent Adaptation and Personalization Techniques in Computer-Supported Collaborative Learning
Author: Thanasis Daradoumis
Publisher: Springer Science & Business Media
Total Pages: 344
Release: 2012-03-14
Genre: Computers
ISBN: 3642285856
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Adaptation and personalization have been extensively studied in CSCL research community aiming to design intelligent systems that adaptively support eLearning processes and collaboration. Yet, with the fast development in Internet technologies, especially with the emergence of new data technologies and the mobile technologies, new opportunities and perspectives are opened for advanced adaptive and personalized systems. Adaptation and personalization are posing new research and development challenges to nowadays CSCL systems. In particular, adaptation should be focused in a multi-dimensional way (cognitive, technological, context-aware and personal). Moreover, it should address the particularities of both individual learners and group collaboration. As a consequence, the aim of this book is twofold. On the one hand, it discusses the latest advances and findings in the area of intelligent adaptive and personalized learning systems. On the other hand it analyzes the new implementation perspectives for intelligent adaptive learning and collaborative systems that are brought by the advances in scripting languages, IMS LD, educational modeling languages and learning activity management systems. Given the variety of learning needs as well as the existence of different technological solutions, the book exemplifies the methodologies and best practices through several case studies and adaptive real-world collaborative learning scenarios, which show the advancement in the field of analysis, design and implementation of intelligent adaptive and personalized systems.

Personalized Learning

Personalized Learning
Author: Peggy Grant
Publisher: International Society for Technology in Education
Total Pages: 200
Release: 2014-06-21
Genre: Education
ISBN: 1564845443
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Personalized Learning: A Guide for Engaging Students with Technology is designed to help educators make sense of the shifting landscape in modern education. While changes may pose significant challenges, they also offer countless opportunities to engage students in meaningful ways to improve their learning outcomes. Personalized learning is the key to engaging students, as teachers are leading the way toward making learning as relevant, rigorous, and meaningful inside school as outside and what kids do outside school: connecting and sharing online, and engaging in virtual communities of their own Renowned author of the Heck: Where the Bad Kids Go series, Dale Basye, and award winning educator Peggy Grant, provide a go-to tool available to every teacher today—technology as a way to ‘personalize’ the education experience for every student, enabling students to learn at their various paces and in the way most appropriate to their learning styles.

The Master Adaptive Learner

The Master Adaptive Learner
Author: William Cutrer
Publisher: Elsevier Health Sciences
Total Pages: 242
Release: 2019-09-29
Genre: Medical
ISBN: 032371112X
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Tomorrow’s best physicians will be those who continually learn, adjust, and innovate as new information and best practices evolve, reflecting adaptive expertise in response to practice challenges. As the first volume in the American Medical Association’s MedEd Innovation Series, The Master Adaptive Learner is an instructor-focused guide covering models for how to train and teach future clinicians who need to develop these adaptive skills and utilize them throughout their careers. Explains and clarifies the concept of a Master Adaptive Learner: a metacognitive approach to learning based on self-regulation that fosters the success and use of adaptive expertise in practice. Contains both theoretical and practical material for instructors and administrators, including guidance on how to implement a Master Adaptive Learner approach in today’s institutions. Gives instructors the tools needed to empower students to become efficient and successful adaptive learners. Helps medical faculty and instructors address gaps in physician training and prepare new doctors to practice effectively in 21st century healthcare systems. One of the American Medical Association Change MedEd initiatives and innovations, written and edited by members of the ACE (Accelerating Change in Medical Education) Consortium – a unique, innovative collaborative that allows for the sharing and dissemination of groundbreaking ideas and projects.

Human + Machine

Human + Machine
Author: Paul R. Daugherty
Publisher: Harvard Business Press
Total Pages: 264
Release: 2018-03-20
Genre: Computers
ISBN: 1633693872
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AI is radically transforming business. Are you ready? Look around you. Artificial intelligence is no longer just a futuristic notion. It's here right now--in software that senses what we need, supply chains that "think" in real time, and robots that respond to changes in their environment. Twenty-first-century pioneer companies are already using AI to innovate and grow fast. The bottom line is this: Businesses that understand how to harness AI can surge ahead. Those that neglect it will fall behind. Which side are you on? In Human + Machine, Accenture leaders Paul R. Daugherty and H. James (Jim) Wilson show that the essence of the AI paradigm shift is the transformation of all business processes within an organization--whether related to breakthrough innovation, everyday customer service, or personal productivity habits. As humans and smart machines collaborate ever more closely, work processes become more fluid and adaptive, enabling companies to change them on the fly--or to completely reimagine them. AI is changing all the rules of how companies operate. Based on the authors' experience and research with 1,500 organizations, the book reveals how companies are using the new rules of AI to leap ahead on innovation and profitability, as well as what you can do to achieve similar results. It describes six entirely new types of hybrid human + machine roles that every company must develop, and it includes a "leader’s guide" with the five crucial principles required to become an AI-fueled business. Human + Machine provides the missing and much-needed management playbook for success in our new age of AI. BOOK PROCEEDS FOR THE AI GENERATION The authors' goal in publishing Human + Machine is to help executives, workers, students and others navigate the changes that AI is making to business and the economy. They believe AI will bring innovations that truly improve the way the world works and lives. However, AI will cause disruption, and many people will need education, training and support to prepare for the newly created jobs. To support this need, the authors are donating the royalties received from the sale of this book to fund education and retraining programs focused on developing fusion skills for the age of artificial intelligence.

Adaptive Learning with Real Time Recommendation System

Adaptive Learning with Real Time Recommendation System
Author: Sowmya J
Publisher: Independent Author
Total Pages: 0
Release: 2023-04-07
Genre: Architecture
ISBN: 9781805254607
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ABSTRACT Artificial Intelligence is revolutionizing the education sector and making enormous research opportunities day by day. Adaptive learning with personalization has the potential to change the education to the next level. Several learning platforms developed so far deliver the study materials and just save the learner's recorded data for suggesting the next relevant course. But there is not enough attention given to the learning content provided for individual learners. In order to provide personalized learning content, it is necessary to evaluate the current knowledge state of the learner, in that particular subject. On this basis, a framework of real time personalized adaptive learning has been constructed. In this Adaptive Learning Management System, every learner/user will be evaluated with a set of questions on the subject, which a user wants to learn. The user has to attend the questionnaire about that particular chosen subject. These questions will be prepared by the subject matter experts, in such a deep way that only if the user has already known the subject, he/she will be able to answer. Based on the given answers, the user will be categorized as beginner, medium or expert level of knowledge in that subject. The beginner categorized user will be recommended with the relevant study material where the advanced, expert level of materials will be avoided to show in the user's learning panel. Besides providing the recommended course material, this Adaptive Learning Management System keeps track of the learner. It saves each and every material the user has studied. This information will be stored in his/her personalized database. This collection of relevant and reliable data helps in evaluating the individual learner. Personalized Page Rank algorithm helps to.

E-Learning Systems

E-Learning Systems
Author: Aleksandra Klašnja-Milićević
Publisher: Springer
Total Pages: 305
Release: 2016-07-19
Genre: Technology & Engineering
ISBN: 3319411632
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This monograph provides a comprehensive research review of intelligent techniques for personalisation of e-learning systems. Special emphasis is given to intelligent tutoring systems as a particular class of e-learning systems, which support and improve the learning and teaching of domain-specific knowledge. A new approach to perform effective personalization based on Semantic web technologies achieved in a tutoring system is presented. This approach incorporates a recommender system based on collaborative tagging techniques that adapts to the interests and level of students' knowledge. These innovations are important contributions of this monograph. Theoretical models and techniques are illustrated on a real personalised tutoring system for teaching Java programming language. The monograph is directed to, students and researchers interested in the e-learning and personalization techniques.

Make Learning Personal

Make Learning Personal
Author: Barbara Bray
Publisher: Corwin Press
Total Pages: 430
Release: 2014-10-10
Genre: Education
ISBN: 1483388115
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Put learning back into the hands of the learner! Through personalized learning, education as we know it is transformed as learners are empowered to take control of their own learning. This thorough and timely resource draws on Universal Design for Learning® principles to create a powerful shift in classroom dynamics by guiding learners to become self-directed, self-monitoring, and self-motivated. You’ll discover: A system that includes tools and strategies to reduce barriers and maximize learning for all learners A clear explanation distinguishing personalized learning from differentiation and individualized instruction Teachers’ personal stories of moving through the Stages of Personalized Learning Environments to transform teacher and learner roles and school culture Background information on developing a rationale on why to personalize learning Strategies to create the change that occurs with the culture shift that happens in classrooms and schools as you personalize learning. Recognized authorities in personalized learning, the authors have led educational innovation for almost three decades. "As an educator for more than 30 years, I have seen a myriad of ideas to improve education. Personalized learning could truly be the game-changer! Barbara and Kathleen have certainly done their homework in clearly defining what it means to personalize learning. They identify stages that can help teachers gradually adapt their role, moving from a teacher-centered classroom to a learner-driven environment. This book will serve as a valuable handbook as educators make the decision to empower their learners!" - Betty Wottreng, Director of Technology Services, Verona Area School District, Wisconsin