Adaptive Learning With Real Time Recommendation System

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Adaptive Learning with Real Time Recommendation System

Author : Sowmya J
Publisher : Independent Author
ISBN 13 : 9781805254607
Total Pages : 0 pages
Book Rating : 4.2/5 (546 download)

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Book Synopsis Adaptive Learning with Real Time Recommendation System by : Sowmya J

Download or read book Adaptive Learning with Real Time Recommendation System written by Sowmya J and published by Independent Author. This book was released on 2023-04-07 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Adaptive Micro Learning

Author : Geng Sun (Researcher on educational technology)
Publisher : World Scientific
ISBN 13 : 9811207461
Total Pages : 151 pages
Book Rating : 4.8/5 (112 download)

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Book Synopsis Adaptive Micro Learning by : Geng Sun (Researcher on educational technology)

Download or read book Adaptive Micro Learning written by Geng Sun (Researcher on educational technology) and published by World Scientific. This book was released on 2020 with total page 151 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Deep Learning in Adaptive Learning: Educational Behavior and Strategy

Author : Chia-Chen Chen
Publisher : Frontiers Media SA
ISBN 13 : 2889769615
Total Pages : 652 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Deep Learning in Adaptive Learning: Educational Behavior and Strategy by : Chia-Chen Chen

Download or read book Deep Learning in Adaptive Learning: Educational Behavior and Strategy written by Chia-Chen Chen and published by Frontiers Media SA. This book was released on 2022-09-14 with total page 652 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Adaptive Instructional Systems

Author : Robert A. Sottilare
Publisher : Springer Nature
ISBN 13 : 3030507882
Total Pages : 582 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Adaptive Instructional Systems by : Robert A. Sottilare

Download or read book Adaptive Instructional Systems written by Robert A. Sottilare and published by Springer Nature. This book was released on 2020-07-10 with total page 582 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes the refereed proceedings of the Second International Conference on Adaptive Instructional Systems, AIS 2020, which was due to be held in July 2020 as part of HCI International 2020 in Copenhagen, Denmark. The conference was held virtually due to the COVID-19 pandemic. A total of 1439 papers and 238 posters have been accepted for publication in the HCII 2020 proceedings from a total of 6326 submissions. The 41 papers presented in this volume were organized in topical sections as follows: designing and developing adaptive instructional systems; learner modelling and methods of adaptation; evaluating the effectiveness of adaptive instructional systems. Chapter "Exploring Video Engagement in an Intelligent Tutoring System" is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com. Chapters “An Ambient and Pervasive Personalized Learning Ecosystem: “Smart Learning” in the Age of the Internet of Things“ and “Exploring Video Engagement in an Intelligent Tutoring System" are available open access under a Creative Commons Attribution 4.0 International License via link.springer.com.

Innovative Learning Environments in STEM Higher Education

Author : Jungwoo Ryoo
Publisher : Springer Nature
ISBN 13 : 303058948X
Total Pages : 148 pages
Book Rating : 4.0/5 (35 download)

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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.

Realtime Data Mining

Author : Alexander Paprotny
Publisher : Birkhäuser
ISBN 13 : 9783319344454
Total Pages : 0 pages
Book Rating : 4.3/5 (444 download)

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Book Synopsis Realtime Data Mining by : Alexander Paprotny

Download or read book Realtime Data Mining written by Alexander Paprotny and published by Birkhäuser. This book was released on 2016-08-27 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Describing novel mathematical concepts for recommendation engines, Realtime Data Mining: Self-Learning Techniques for Recommendation Engines features a sound mathematical framework unifying approaches based on control and learning theories, tensor factorization, and hierarchical methods. Furthermore, it presents promising results of numerous experiments on real-world data. The area of realtime data mining is currently developing at an exceptionally dynamic pace, and realtime data mining systems are the counterpart of today's “classic” data mining systems. Whereas the latter learn from historical data and then use it to deduce necessary actions, realtime analytics systems learn and act continuously and autonomously. In the vanguard of these new analytics systems are recommendation engines. They are principally found on the Internet, where all information is available in realtime and an immediate feedback is guaranteed. This monograph appeals to computer scientists and specialists in machine learning, especially from the area of recommender systems, because it conveys a new way of realtime thinking by considering recommendation tasks as control-theoretic problems. Realtime Data Mining: Self-Learning Techniques for Recommendation Engines will also interest application-oriented mathematicians because it consistently combines some of the most promising mathematical areas, namely control theory, multilevel approximation, and tensor factorization.

AI-Enhanced Teaching Methods

Author : Ahmed, Zeinab E.
Publisher : IGI Global
ISBN 13 :
Total Pages : 426 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis AI-Enhanced Teaching Methods by : Ahmed, Zeinab E.

Download or read book AI-Enhanced Teaching Methods written by Ahmed, Zeinab E. and published by IGI Global. This book was released on 2024-04-22 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: The digital age has ushered in an era where students must be equipped not only with traditional knowledge but also with the skills to navigate an increasingly interconnected and technologically driven world. As traditional teaching methods encounter the complexities of the 21st century, the demand for innovation becomes more apparent. This paves the way for the era of artificial intelligence (AI), a technological frontier that carries the potential to reshape education fundamentally. AI-Enhanced Teaching Methods recognizes the urgency of the ongoing technological shift and delves into an exploration of how AI can be effectively harnessed to redefine the learning experience. The book serves as a guide for educators, offering insights into navigating between conventional teaching methodologies and the possibilities presented by AI. It provides an understanding of AI's role in education, covering topics from machine learning to natural language processing. Ethical considerations, including privacy and bias, are thoroughly addressed with thoughtful solutions as well. Additionally, the book provides valuable support for administrators, aiding in the integration of these technologies into existing curricula.

Digital Personality: A Man Forever

Author : Kuldeep Singh Kaswan
Publisher : CRC Press
ISBN 13 : 1040052096
Total Pages : 568 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Digital Personality: A Man Forever by : Kuldeep Singh Kaswan

Download or read book Digital Personality: A Man Forever written by Kuldeep Singh Kaswan and published by CRC Press. This book was released on 2024-06-21 with total page 568 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book delves into the very core of our digital existence, unearthing the essence of a digital persona. It's a realm where authenticity meets multiplicity, as we decipher the nuanced art of crafting and managing our online identities. We confront issues of privacy and ethics, exploring the profound impact of our digital footprints on our lives and society. The integration of AI paves the way for an intriguing future, with predictions that challenge our understanding of self in the digital age. Welcome to a world where your digital personality is more than just data; it's a reflection of who you are and who you can be. The main goal of this book is to enable more seamless and natural human–computer interaction. This will provide better personalized experience. Further, this will influence the performance of the user, wherein they will have the support of the machines to achieve their tasks in the most efficient way. This book is the first of a kind in introducing Digital Personality. It provides an overview of the character dimensions and how state-of-the-art technologies would accommodate such a research field. It includes novel representation of character from various perspectives. It also provides instances of applications of this emerging research field.

Recommender Systems Handbook

Author : Francesco Ricci
Publisher : Springer
ISBN 13 : 148997637X
Total Pages : 1008 pages
Book Rating : 4.4/5 (899 download)

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Book Synopsis Recommender Systems Handbook by : Francesco Ricci

Download or read book Recommender Systems Handbook written by Francesco Ricci and published by Springer. This book was released on 2015-11-17 with total page 1008 pages. Available in PDF, EPUB and Kindle. Book excerpt: This second edition of a well-received text, with 20 new chapters, presents a coherent and unified repository of recommender systems’ major concepts, theories, methodologies, trends, and challenges. A variety of real-world applications and detailed case studies are included. In addition to wholesale revision of the existing chapters, this edition includes new topics including: decision making and recommender systems, reciprocal recommender systems, recommender systems in social networks, mobile recommender systems, explanations for recommender systems, music recommender systems, cross-domain recommendations, privacy in recommender systems, and semantic-based recommender systems. This multi-disciplinary handbook involves world-wide experts from diverse fields such as artificial intelligence, human-computer interaction, information retrieval, data mining, mathematics, statistics, adaptive user interfaces, decision support systems, psychology, marketing, and consumer behavior. Theoreticians and practitioners from these fields will find this reference to be an invaluable source of ideas, methods and techniques for developing more efficient, cost-effective and accurate recommender systems.

Using Traditional Design Methods to Enhance AI-Driven Decision Making

Author : Nguyen, Tien V. T.
Publisher : IGI Global
ISBN 13 :
Total Pages : 528 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Using Traditional Design Methods to Enhance AI-Driven Decision Making by : Nguyen, Tien V. T.

Download or read book Using Traditional Design Methods to Enhance AI-Driven Decision Making written by Nguyen, Tien V. T. and published by IGI Global. This book was released on 2024-01-10 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the rapidly evolving landscape of industrial activities, artificial intelligence (AI) has emerged as a powerful force driving transformative change. Among its many applications, AI has proven to be instrumental in reducing processing costs associated with optimization challenges. The intersection of AI with optimization and multi-criteria decision making (MCDM) techniques has led to practical solutions in diverse fields such as manufacturing, transportation, finance, economics, and artificial intelligence. Using Traditional Design Methods to Enhance AI-Driven Decision Making delves into a wide array of topics related to optimization, decision-making, and their applications. Drawing on foundational contributions, system developments, and innovative techniques, the book explores the synergy between traditional design methods and AI-driven decision-making approaches. The book is ideal for higher education faculty and administrators, students of higher education, librarians, researchers, graduate students, and academicians. Contributors are invited to explore a wide range of topics, including the role of AI-driven decision-making in leadership, trends in AI-driven decision-making in Industry 5.0, applications in various industries such as manufacturing, transportation, healthcare, and banking services, as well as AI-driven optimization in mechanical engineering and materials.

Machine Learning Approaches for Improvising Modern Learning Systems

Author : Gulzar, Zameer
Publisher : IGI Global
ISBN 13 : 1799850102
Total Pages : 336 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Machine Learning Approaches for Improvising Modern Learning Systems by : Gulzar, Zameer

Download or read book Machine Learning Approaches for Improvising Modern Learning Systems written by Gulzar, Zameer and published by IGI Global. This book was released on 2021-05-14 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Technology is currently playing a vital role in revolutionizing education systems and progressing academia into the digital age. Technological methods including data mining and machine learning are assisting with the discovery of new techniques for improving learning environments in regions across the world. As the educational landscape continues to rapidly transform, researchers and administrators need to stay up to date on the latest advancements in order to elevate the quality of teaching in their specific institutions. Machine Learning Approaches for Improvising Modern Learning Systems provides emerging research exploring the theoretical and practical aspects of technological enhancements in educational environments and the popularization of contemporary learning methods in developing countries. Featuring coverage on a broad range of topics such as game-based learning, intelligent tutoring systems, and course modelling, this book is ideally designed for researchers, scholars, administrators, policymakers, students, practitioners, and educators seeking current research on the digital transformation of educational institutions.

Intelligent 3D Technologies and Augmented Reality

Author : Roumen Kountchev
Publisher : Springer Nature
ISBN 13 : 9819751845
Total Pages : 342 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis Intelligent 3D Technologies and Augmented Reality by : Roumen Kountchev

Download or read book Intelligent 3D Technologies and Augmented Reality written by Roumen Kountchev and published by Springer Nature. This book was released on with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Emerging Technologies for Education

Author : Ting-Ting Wu
Publisher : Springer
ISBN 13 : 331952836X
Total Pages : 755 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Emerging Technologies for Education by : Ting-Ting Wu

Download or read book Emerging Technologies for Education written by Ting-Ting Wu and published by Springer. This book was released on 2017-02-17 with total page 755 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-workshop proceedings of the First International Symposium, SETE 2016, held in conjunction with ICWL 2016, Rome, Italy, in October 2016. The 81 revised papers, 59 full and 22 short ones, were carefully reviewed and selected from 139 submission. They cover latest findings in various areas, such as emerging technologies for open access to education and learning; emerging technologies supported personalized and adaptive learning; emerging technologies support for intelligent tutoring; emerging technologies support for game-based and joyful learning; emerging technologies of pedagogical issues; emerging technologies for affective learning and emerging technologies for tangible learning.

Designing Equitable and Accessible Online Learning Environments

Author : Kyei-Blankson, Lydia
Publisher : IGI Global
ISBN 13 :
Total Pages : 310 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Designing Equitable and Accessible Online Learning Environments by : Kyei-Blankson, Lydia

Download or read book Designing Equitable and Accessible Online Learning Environments written by Kyei-Blankson, Lydia and published by IGI Global. This book was released on 2024-02-07 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: As the educational sphere witnessed an unprecedented shift to online learning during the COVID-19 pandemic, a pivotal transformation was set in motion. The surge in online enrollment, spanning synchronous, asynchronous, hybrid, and mobile formats, has established the digital domain as a formidable medium of education. However, this transition comes with a responsibility to uphold the principles of equality and accessibility, a responsibility that mirrors the concerns long prevalent in traditional brick-and-mortar classrooms. Designing Equitable and Accessible Online Learning Environments is a pioneering endeavor which delves into the multifaceted dimensions of online education and reveals a crucial revelation that students from disadvantaged backgrounds exhibit a pronounced affinity for online courses. This book magnifies the essence of this observation, venturing beyond the surface to uncover the means to cultivate a genuinely inclusive online pedagogical experience. Meticulously curated, this book amalgamates diverse perspectives from luminaries in the field. The ultimate aspiration is to empower educators, administrators, researchers, and students with a profound understanding of the symbiotic relationship between inclusivity and technology. From theoretical underpinnings to practical strategies, every chapter resonates with the heartbeat of equitable education in the digital age. Embarking on a comprehensive journey, this book is an exploration of design theories that embrace the ethos of diversity, equity, inclusion, and accessibility. Topics span the spectrum, from deciphering the architecture of accessible digital tools to unraveling the tapestry of culturally responsive teaching in the virtual classroom.

Recommender Systems for Learning

Author : Nikos Manouselis
Publisher : Springer Science & Business Media
ISBN 13 : 146144361X
Total Pages : 85 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Recommender Systems for Learning by : Nikos Manouselis

Download or read book Recommender Systems for Learning written by Nikos Manouselis and published by Springer Science & Business Media. This book was released on 2012-08-28 with total page 85 pages. Available in PDF, EPUB and Kindle. Book excerpt: Technology enhanced learning (TEL) aims to design, develop and test sociotechnical innovations that will support and enhance learning practices of both individuals and organisations. It is therefore an application domain that generally covers technologies that support all forms of teaching and learning activities. Since information retrieval (in terms of searching for relevant learning resources to support teachers or learners) is a pivotal activity in TEL, the deployment of recommender systems has attracted increased interest. This brief attempts to provide an introduction to recommender systems for TEL settings, as well as to highlight their particularities compared to recommender systems for other application domains.

e-Learning, e-Education, and Online Training

Author : Guanglu Sun
Publisher : Springer Nature
ISBN 13 : 3030350959
Total Pages : 449 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis e-Learning, e-Education, and Online Training by : Guanglu Sun

Download or read book e-Learning, e-Education, and Online Training written by Guanglu Sun and published by Springer Nature. This book was released on 2019-11-18 with total page 449 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 5th International Conference on e-Learning, e-Education, and Online Training, eLEOT 2019, held in Kunming, China, in August 2019. The 46 revised full papers presented were carefully reviewed and selected from 99 submissions. They focus on most recent and innovative trends in this broad area, ranging from distance education to collaborative learning, from interactive learning environments to the modelling of STEM (Science, Technology, Mathematics, Engineering) curricula.

Engineering and Computing Innovations

Author : Washington Odhiambo Obura
Publisher : Cari Journals USA LLC
ISBN 13 : 9914980465
Total Pages : 88 pages
Book Rating : 4.9/5 (149 download)

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Book Synopsis Engineering and Computing Innovations by : Washington Odhiambo Obura

Download or read book Engineering and Computing Innovations written by Washington Odhiambo Obura and published by Cari Journals USA LLC. This book was released on 2024-07-12 with total page 88 pages. Available in PDF, EPUB and Kindle. Book excerpt: TOPICS IN THE BOOK Influence of Welding Parameters on Strength of Metal Inert Gas Welded Mild Steel Joints Real-Time Data Streaming and AI Enhancements: E-Commerce Live Streaming Shopping Comparing Conformal and Quantile Regression for Uncertainty Quantification: An Empirical Investigation The Impact of Edge Computing on Real-Time Data Processing Wearable Technology for Health Monitoring and Diagnostics