Applying Data Science And Learning Analytics Throughout A Learners Lifespan
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| Author | : Trajkovski, Goran |
| Publisher | : IGI Global |
| Total Pages | : 314 |
| Release | : 2022-05-06 |
| Genre | : Education |
| ISBN | : 1799896463 |
Research in the domains of learning analytics and educational data mining has prototyped an approach where methodologies from data science and machine learning are used to gain insights into the learning process by using large amounts of data. As many training and academic institutions are maturing in their data-driven decision making, useful, scalable, and interesting trends are emerging. Organizations can benefit from sharing information on those efforts. Applying Data Science and Learning Analytics Throughout a Learner’s Lifespan examines novel and emerging applications of data science and sister disciplines for gaining insights from data to inform interventions into learners’ journeys and interactions with academic institutions. Data is collected at various times and places throughout a learner’s lifecycle, and the learners and the institution should benefit from the insights and knowledge gained from this data. Covering topics such as learning analytics dashboards, text network analysis, and employment recruitment, this book is an indispensable resource for educators, computer scientists, faculty of higher education, government officials, educational administration, students of higher education, pre-service teachers, business professionals, researchers, and academicians.
| Author | : Hossain, Md Shamim |
| Publisher | : IGI Global |
| Total Pages | : 445 |
| Release | : 2023-05-02 |
| Genre | : Computers |
| ISBN | : 1668471078 |
In the modern data-driven era, artificial intelligence (AI) and machine learning (ML) technologies that allow a computer to mimic intelligent human behavior are essential for organizations to achieve business excellence and assist organizations in extracting useful information from raw data. AI and ML have existed for decades, but in the age of big data, this sort of analysis is in higher demand than ever, especially for customer support and analytics. The Handbook of Research on AI and Machine Learning Applications in Customer Support and Analytics investigates the applications of AI and ML and how they can be implemented to enhance customer support and analytics at various levels of organizations. This book is ideal for marketing professionals, managers, business owners, researchers, practitioners, academicians, instructors, university libraries, and students, and covers topics such as artificial intelligence, machine learning, supervised learning, deep learning, customer sentiment analysis, data mining, neural networks, and business analytics.
| Author | : National Academies of Sciences, Engineering, and Medicine |
| Publisher | : National Academies Press |
| Total Pages | : 139 |
| Release | : 2018-11-11 |
| Genre | : Education |
| ISBN | : 0309475597 |
Data science is emerging as a field that is revolutionizing science and industries alike. Work across nearly all domains is becoming more data driven, affecting both the jobs that are available and the skills that are required. As more data and ways of analyzing them become available, more aspects of the economy, society, and daily life will become dependent on data. It is imperative that educators, administrators, and students begin today to consider how to best prepare for and keep pace with this data-driven era of tomorrow. Undergraduate teaching, in particular, offers a critical link in offering more data science exposure to students and expanding the supply of data science talent. Data Science for Undergraduates: Opportunities and Options offers a vision for the emerging discipline of data science at the undergraduate level. This report outlines some considerations and approaches for academic institutions and others in the broader data science communities to help guide the ongoing transformation of this field.
| Author | : Mohit Kumar |
| Publisher | : Springer Nature |
| Total Pages | : 416 |
| Release | : 2023-10-21 |
| Genre | : Computers |
| ISBN | : 3031301013 |
Over the past few years, the demand for data traffic has experienced explosive growth thanks to the increasing need to stay online. New applications of communications, such as wearable devices, autonomous systems, drones, and the Internet of Things (IoT), continue to emerge and generate even more data traffic with vastly different performance requirements. With the COVID-19 pandemic, the need to stay online has become even more crucial, as most of the fields, would they be industrial, educational, economic, or service-oriented, had to go online as best as they can. As the data traffic is expected to continuously strain the capacity of future communication networks, these networks need to evolve consistently in order to keep up with the growth of data traffic. Thus, more intelligent processing, operation, and optimization will be needed for tomorrow’s communication networks. The Sixth Generation (6G) technology is latest approach for mobile systems or edge devices in terms of reduce traffic congestions, energy consumption blending with IoT devices applications. The 6G network works beyond the 5G (B5G), where we can use various platforms as an application e.g. fog computing enabled IoT networks, Intelligent techniques for SDN network, 6G enabled healthcare industry, energy aware location management. Still this technology must resolve few challenges like security, IoT enabled trust network. This book will focus on the use of AI/ML-based techniques to solve issues related to 6G enabled networks, their layers, as well as their applications. It will be a collection of original contributions regarding state-of-the-art AI/ML-based solutions for signal detection, channel modeling, resource optimization, routing protocol design, transport layer optimization, user/application behavior prediction 6G enabled software-defined networking, congestion control, communication network optimization, security, and anomaly detection. The proposed edited book emphasis on the 6G network blended with Fog-IoT networks to introduce its applications and future perspectives that helps the researcher to apply this technique in their domain and it may also helpful to resolve the challenges and future opportunities with 6G networks.
| Author | : Bromer, Billi L. |
| Publisher | : IGI Global |
| Total Pages | : 385 |
| Release | : 2022-06-24 |
| Genre | : Education |
| ISBN | : 1668442418 |
Institutions of education are in an age of transformational change in which learning has a wider scope of understanding and long-term impact than ever before. Those involved in teaching and learning require additional training and subject matter support towards developing a broader and more profoundly complex understanding of the learners affected by evolving sociological events and associated needs. More than ever, a broader understanding of the learner is needed, inclusive of a learner-centered approach to both teaching and learner cognitive engagement. The Handbook of Research on Learner-Centered Approaches to Teaching in an Age of Transformational Change examines the abundant transformational changes that have occurred and provide strategies to understand and address them. It draws from a wide range of experts and provides a burgeoning understanding of the effects of these rapidly-moving transformational changes that are occurring in the processes of teaching and learning. Exploring a wide range of issues such as community engagement scholarship, motivation-driven assignment design, and trauma-informed practices, this major reference work is an invaluable resource for educators of K-12 and higher education, educational faculty and administration, pre-service teachers, government officials, non-profit organizations, sociologists, libraries, researchers, and academicians.
| Author | : Guillermo Cortés-Robles |
| Publisher | : Springer Nature |
| Total Pages | : 458 |
| Release | : |
| Genre | : |
| ISBN | : 3031544854 |
| Author | : Leonard Barolli |
| Publisher | : Springer Nature |
| Total Pages | : 486 |
| Release | : |
| Genre | : |
| ISBN | : 3031578708 |
| Author | : Dhamdhere, Sangeeta |
| Publisher | : IGI Global |
| Total Pages | : 353 |
| Release | : 2022-04-22 |
| Genre | : Education |
| ISBN | : 1799847373 |
In higher education systems, equal importance must be given to differently abled students. However, not all educational institutions have infrastructure and facilities to admit these students even though accessibility and support for these students is growing. There are many schemes, facilities, services, and financial assistance available to these students along with new assistive technologies that are making teaching and learning processes more effective. While using new technologies in education systems such as e-learning and blended learning, these students need special attention as well as some advanced training and additional features in the technology itself that better help them become familiar with it. Understanding the demands and requirements of differently abled students is the best way to provide them with quality education. Assistive Technologies for Differently Abled Students explores how to implement effective assistive technologies and other related services for providing differently abled students an education that is high quality and equal to their peers, enabling them to go on and excel in their field and obtain employment. Topics that are highlighted within this book include an overview for the different types of diverse assistive technologies for all types of students including students with visual impairments, learning disabilities, physical challenges, and more. This book is ideal for school administrators, researchers of higher educational institutes, non-governmental organizations, assistive technology experts, IT professionals, social workers, inservice and preservice teachers, teacher educators, practitioners, researchers, academicians, and students looking for information on the types of assistive technologies being employed in education for all types of differently abled students.
| Author | : Geada, Nuno |
| Publisher | : IGI Global |
| Total Pages | : 313 |
| Release | : 2022-06-24 |
| Genre | : Education |
| ISBN | : 166844707X |
Recently, education as a whole has undergone a serious change as online learning has increased in popularity. In order to provide students with the most innovative educational practices and ensure institutions are up to date in their teaching policies, digital tools and techniques must be implemented. Further study on the current methodologies of online teaching and learning is required to understand the best practices and challenges. Digital Active Methodologies for Educative Learning Management develops a theoretical and practical study related to the change in learning management and discusses how various digital tools and frameworks can be applied to manage education. Covering key topics such as emerging technology, social media, online learning, and artificial intelligence, this reference work is ideal for librarians, administrators, school faculty, academicians, scholars, practitioners, instructors, and students.
| Author | : Escribano-Miralles, Ainoa |
| Publisher | : IGI Global |
| Total Pages | : 246 |
| Release | : 2022-06-03 |
| Genre | : Education |
| ISBN | : 1799871320 |
Coverage of heritage and archeology in formal education is typically limited. These subjects are typically taught through specific and anecdotal activities that do not respond to a specific methodological foundation. School-museum relationships offer numerous benefits for design participation experiences with long-term perspectives in conducting systematic activities. The collaboration between the museum and school should be considered a maxim for the development of teaching-learning processes of history based on the students’ investigation of their own reality and the immediate context of a lived culture using the archaeological heritage. School-Museum Relationships and Teaching Social Sciences in Formal Education paves the way for collaboration between museums and schools as a rule of conduct for the development of teaching and learning processes for the social sciences. This book focuses, from within the field of formal education, on the spaces in which learning takes place (school and archeological museums) to establish proposals for improvement in the teaching and learning of history, taking heritage education as a point of reference and heritage as a teaching resource. Covering topics such as interactive collaborative models, teaching and learning improvement, and the school-museum educational projects, this premier reference source is an excellent resource for museum educators, directors, educators and administrators of both K-12 and higher education, pre-service teachers, teacher educators, government officials, librarians, researchers, and academicians.
