Download or read book Orchestration Graphs written by Pierre Dillenbourg and published by Epfl Press. This book was released on 2015-06-24 with total page 216 pages. Available in PDF, EPUB and Kindle. Book excerpt: By modeling pedagogical scenarios as directed geometrical graphs and proposing an associated modeling language, this book describes how rich learning activities, often designed for small classes, can be scaled up for use with thousands of participants. With the vertices of these graphs representing learning activities and the edges capturing the pedagogical relationship between activities, individual, team, and class-wide activities are integrated into a consistent whole. The workflow mechanisms modeled in the graphs enable the construction of scenarios that are richer than those currently implemented in MOOCs. The cognitive states of learners in two consecutive activities feed a transition matrix, which encapsulates the probability of succeeding in the second activity, based on success in the former. This transition matrix is summarized by a numerical value, which is used as the weight of the edge. This pedagogical framework is connected to stochastic models, with the goal of making learning analytics more appealing for data scientists. However, the proposed modeling language is not only useful in learning technologies, it also allows researchers in learning sciences to formally describe the structure of any lesson, from an elementary school lesson with 20 students to an online course with 20,000 participants.

Download or read book Orchestration graphs written by and published by . This book was released on 2015 with total page 203 pages. Available in PDF, EPUB and Kindle. Book excerpt: By modeling pedagogical scenarios as directed geometrical graphs and proposing an associated modeling language, this book describes how rich learning activities, often designed for small classes, can be scaled up for use with thousands of participants. With the vertices of these graphs representing learning activities and the edges capturing the pedagogical relationship between activities, individual, team, and class-wide activities are integrated into a consistent whole. The workflow mechanisms modeled in the graphs enable the construction of scenarios that are richer than those currently implemented in MOOCs. The cognitive states of learners in two consecutive activities feed a transition matrix, which encapsulates the probability of succeeding in the second activity, based on success in the former. This transition matrix is summarized by a numerical value, which is used as the weight of the edge. This pedagogical framework is connected to stochastic models, with the goal of making learning analytics more appealing for data scientists. However, the proposed modeling language is not only useful in learning technologies, it also allows researchers in learning sciences to formally describe the structure of any lesson, from an elementary school lesson with 20 students to an online course with 20,000 participants. 4e de couverture

Download or read book The Graph Music of Morton Feldman written by David Cline and published by Cambridge University Press. This book was released on 2016-05-26 with total page 405 pages. Available in PDF, EPUB and Kindle. Book excerpt: David Cline provides a detailed analysis of Morton Feldman's graph works and how they changed the course of post-war music.

Download or read book Data Pipelines Pocket Reference written by James Densmore and published by O'Reilly Media. This book was released on 2021-02-10 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data pipelines are the foundation for success in data analytics. Moving data from numerous diverse sources and transforming it to provide context is the difference between having data and actually gaining value from it. This pocket reference defines data pipelines and explains how they work in today's modern data stack. You'll learn common considerations and key decision points when implementing pipelines, such as batch versus streaming data ingestion and build versus buy. This book addresses the most common decisions made by data professionals and discusses foundational concepts that apply to open source frameworks, commercial products, and homegrown solutions. You'll learn: What a data pipeline is and how it works How data is moved and processed on modern data infrastructure, including cloud platforms Common tools and products used by data engineers to build pipelines How pipelines support analytics and reporting needs Considerations for pipeline maintenance, testing, and alerting

Download or read book Handbook of Learning from Multiple Representations and Perspectives written by Peggy Van Meter and published by Routledge. This book was released on 2020-03-10 with total page 696 pages. Available in PDF, EPUB and Kindle. Book excerpt: In and out of formal schooling, online and off, today’s learners must consume and integrate a level of information that is exponentially larger and delivered through a wider range of formats and viewpoints than ever before. The Handbook of Learning from Multiple Representations and Perspectives provides a path for understanding the cognitive, motivational, and socioemotional processes and skills necessary for learners across educational contexts to make sense of and use information sourced from varying inputs. Uniting research and theory from education, psychology, literacy, library sciences, media and technology, and more, this forward-thinking volume explores the common concerns, shared challenges, and thematic patterns in our capacity to make meaning in an information-rich society. Chapter 16 of this book is freely available as a downloadable Open Access PDF under a Creative Commons Attribution-Non Commercial-No Derivatives 4.0 license available at http://www.taylorfrancis.com/books/e/9780429443961.

Download or read book International Handbook of Computer Supported Collaborative Learning written by Ulrike Cress and published by Springer Nature. This book was released on 2021-10-08 with total page 669 pages. Available in PDF, EPUB and Kindle. Book excerpt: CSCL has in the past 15 years (and often in conjunction with Springer) grown into a thriving and active community. Yet, lacking is a comprehensive CSCL handbook that displays the range of research being done in this area. This handbook will provide an overview of the diverse aspects of the field, allowing newcomers to develop a sense of the entirety of CSCL research and for existing community members to become more deeply aware of work outside their direct area. The handbook will also serve as a ready reference for foundational concepts, methods, and approaches in the field. The chapters are written in such a way that each of them can be used in a stand-alone fashion while also serving as introductory readings in relevant study courses or in teacher education. While some CSCL-relevant topics are addressed in the International Handbook of the Learning Sciences and the International Handbook of Collaborative Learning, these books do not aim to present an integrated and comprehensive view of CSCL. The International Handbook of Computer- Supported Collaborative Learning covers all relevant topics in CSCL, particularly recent developments in the field, such as the rise of computational approaches and learning analytics.

Download or read book International Handbook of the Learning Sciences written by Frank Fischer and published by Routledge. This book was released on 2018-04-19 with total page 552 pages. Available in PDF, EPUB and Kindle. Book excerpt: The International Handbook of the Learning Sciences is a comprehensive collection of international perspectives on this interdisciplinary field. In more than 50 chapters, leading experts synthesize past, current, and emerging theoretical and empirical directions for learning sciences research. The three sections of the handbook capture, respectively: foundational contributions from multiple disciplines and the ways in which the learning sciences has fashioned these into its own brand of use-oriented theory, design, and evidence; learning sciences approaches to designing, researching, and evaluating learning broadly construed; and the methodological diversity of learning sciences research, assessment, and analytic approaches. This pioneering collection is the definitive volume of international learning sciences scholarship and an essential text for scholars in this area.

Download or read book Service Oriented Computing ICSOC 2006 written by Asit Dan and published by Springer. This book was released on 2006-11-24 with total page 670 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 4th International Conference on Service-Oriented Computing, ICSOC 2006, held in Chicago, IL, USA, December 2006. Coverage in this volume includes service mediation, grid services and scheduling, mobile and P2P services, adaptive services, data intensive services, XML processing, service modeling, service assembly, experience with deployed SOA, and early adoption of SOA technology.

Download or read book Cyber Forensics Up and Running written by Tarun Vashishth and published by BPB Publications. This book was released on 2023-12-12 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: Empowering you to investigate, analyze, and secure the digital realm KEY FEATURES ● Comprehensive coverage of all digital forensics concepts. ● Real-world case studies and examples to illustrate techniques. ● Step-by-step instructions for setting up and using essential forensic tools. ● In-depth exploration of volatile and non-volatile data analysis. DESCRIPTION Digital forensics is the art and science of extracting the hidden truth and this book is your hands-on companion, bringing the world of digital forensics to life. Starting with the core principles of digital forensics, the book explores the significance of various case types, the interconnectedness of the field with cybersecurity, and the ever-expanding digital world's challenges. As you progress, you will explore data acquisition, image formats, digital evidence preservation, file carving, metadata extraction, and the practical use of essential forensic tools like HxD, The Sleuth Kit, Autopsy, Volatility, and PowerForensics. The book offers step-by-step instructions, real-world case studies, and practical examples, ensuring that beginners can confidently set up and use forensic tools. Experienced professionals, on the other hand, will find advanced insights into memory analysis, network forensics, anti-forensic techniques, and more. This book empowers you to become a digital detective, capable of uncovering data secrets, investigating networks, exploring volatile and non-volatile evidence, and understanding the intricacies of modern browsers and emails. WHAT YOU WILL LEARN ● Learn how to set up and use digital forensic tools, including virtual environments. ● Learn about live forensics, incident response, and timeline examination. ● In-depth exploration of Windows Registry and USBs. ● Network forensics, PCAPs, and malware scenarios. ● Memory forensics, malware detection, and file carving. ● Advance tools like PowerForensics and Autopsy. WHO THIS BOOK IS FOR Whether you are a tech-savvy detective, a curious student, or a seasoned cybersecurity pro seeking to amplify your skillset. Network admins, law enforcement officers, incident responders, aspiring analysts, and even legal professionals will find invaluable tools and techniques within these pages. TABLE OF CONTENTS 1. Introduction to Essential Concepts of Digital Forensics 2. Digital Forensics Lab Setup 3. Data Collection: Volatile and Non-Volatile 4. Forensics Analysis: Live Response 5. File System and Log Analysis 6. Windows Registry and Artifacts 7. Network Data Collection and Analysis 8. Memory Forensics: Techniques and Tools 9. Browser and Email Forensics 10. Advanced Forensics Tools, Commands and Methods 11. Anti-Digital Forensics Techniques and Methods

Download or read book Mastering MLOps Architecture From Code to Deployment written by Raman Jhajj and published by BPB Publications. This book was released on 2023-12-12 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: Harness the power of MLOps for managing real time machine learning project cycle KEY FEATURES ● Comprehensive coverage of MLOps concepts, architecture, tools and techniques. ● Practical focus on building end-to-end ML Systems for Continual Learning with MLOps. ● Actionable insights on CI/CD, monitoring, continual model training and automated retraining. DESCRIPTION MLOps, a combination of DevOps, data engineering, and machine learning, is crucial for delivering high-quality machine learning results due to the dynamic nature of machine learning data. This book delves into MLOps, covering its core concepts, components, and architecture, demonstrating how MLOps fosters robust and continuously improving machine learning systems. By covering the end-to-end machine learning pipeline from data to deployment, the book helps readers implement MLOps workflows. It discusses techniques like feature engineering, model development, A/B testing, and canary deployments. The book equips readers with knowledge of MLOps tools and infrastructure for tasks like model tracking, model governance, metadata management, and pipeline orchestration. Monitoring and maintenance processes to detect model degradation are covered in depth. Readers can gain skills to build efficient CI/CD pipelines, deploy models faster, and make their ML systems more reliable, robust and production-ready. Overall, the book is an indispensable guide to MLOps and its applications for delivering business value through continuous machine learning and AI. WHAT YOU WILL LEARN ● Architect robust MLOps infrastructure with components like feature stores. ● Leverage MLOps tools like model registries, metadata stores, pipelines. ● Build CI/CD workflows to deploy models faster and continually. ● Monitor and maintain models in production to detect degradation. ● Create automated workflows for retraining and updating models in production. WHO THIS BOOK IS FOR Machine learning specialists, data scientists, DevOps professionals, software development teams, and all those who want to adopt the DevOps approach in their agile machine learning experiments and applications. Prior knowledge of machine learning and Python programming is desired. TABLE OF CONTENTS 1. Getting Started with MLOps 2. MLOps Architecture and Components 3. MLOps Infrastructure and Tools 4. What are Machine Learning Systems? 5. Data Preparation and Model Development 6. Model Deployment and Serving 7. Continuous Delivery of Machine Learning Models 8. Continual Learning 9. Continuous Monitoring, Logging, and Maintenance

Download or read book Handbook of Research on Business Process Modeling written by Cardoso, Jorge and published by IGI Global. This book was released on 2009-04-30 with total page 634 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book aids managers in the transformation of organizations into world-class competitors through business process applications"--Provided by publisher.

Download or read book Humanizing Online Teaching and Learning in Higher Education written by Gray, Laura E. and published by IGI Global. This book was released on 2024-03-11 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: The surge in enrollment for online courses is continually increasing. However, beneath the convenience lies a challenge that demands a resolution. Educators, administrators, and instructional designers must ensure that the human element is not lost in the virtual corridors of learning. Students with diverse backgrounds and learning needs require more than a simple virtual classroom. Research reveals a concerning trend: high attrition rates in online courses, often attributed to a lack of engagement and insufficient human interaction. To reverse this trend, deliberate measures must be taken to humanize the online learning environment. This book provides several solutions, offering an array of tools and strategies to promote engagement and infuse the human touch into online spaces. To confront this multi-layered challenge, it becomes paramount to undertake deliberate measures aimed at humanizing the online learning environment. Humanizing Online Teaching and Learning in Higher Education steps forward as a guide, offering an extensive array of tools and strategies meticulously crafted to foster student engagement and infuse the essential human touch into the digital educational landscape.

Download or read book Assessment Testing and Measurement Strategies in Global Higher Education written by Railean, Elena Aurel and published by IGI Global. This book was released on 2020-01-03 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: Teachers assist students in order to gain data and to determine whether the instructional objectives have been met. Usually, the assessment process takes place as part of ongoing learning and teaching, periodically and at key transitions. The term "assessment" refers to the wide variety of methods, procedures, and tools used to determine what students know, learn, and how they apply knowledge in concrete situations. Assessment, Testing, and Measurement Strategies in Global Higher Education is a comprehensive synthesis of correlations between assessment, testing, and measurement in the context of global education. It analyzes the impact of educational technology on learning analytics, challenges of rapidly changing learning environments, and computer-based assessment. Featuring an assortment of topics such as educational technologies, risk management, and metacognition, this book is optimal for academicians, higher education faculty, deans, performance evaluators, practitioners, curriculum designers, researchers, administrators, and students.

Download or read book Developing Connectivity between Education and Work written by Eva Kyndt and published by Routledge. This book was released on 2021-07-13 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: Future-oriented education needs to invest in the connectivity between learning and working in order to realise its full potential. This book presents guiding principles on how to build these successful connections. By taking an educational perspective and enriching it with insights from human resource development, this book explores the why, how and what of designing for connectivity. This edited volume presents the current knowledge about educational practices and principles that help to realise connectivity between learning and working experiences. Introducing the central perspectives of workplace learning and learning environments at the boundary of school and work, this book presents key research that examines how educators and professionals from organisations and schools can come together with the purpose of realising connectivity in educational programmes. Empirical research showcasing both theoretical and practical insights from real life cases are at the heart of this book. Considering the barriers to achieving connectivity, this book also focuses on how it can be achieved, with ideas and guidance about communication, design principles and best practices. Using carefully chosen international examples, this book is ideal reading for policy makers, practitioners and researchers looking to learn more about connecting learning and working experiences.

Download or read book What AI Can Do written by Manuel Cebral-Loureda and published by CRC Press. This book was released on 2023-08-01 with total page 459 pages. Available in PDF, EPUB and Kindle. Book excerpt: The philosopher Spinoza once asserted that no one knows what a body can do, conceiving an intrinsic bodily power with unknown limits. Similarly, we can ask ourselves about Artificial Intelligence (AI): To what extent is the development of intelligence limited by its technical and material substrate? In other words, what can AI do? The answer is analogous to Spinoza’s: Nobody knows the limit of AI. Critically considering this issue from philosophical, interdisciplinary, and engineering perspectives, respectively, this book assesses the scope and pertinence of AI technology and explores how it could bring about both a better and more unpredictable future. What AI Can Do highlights, at both the theoretical and practical levels, the cross-cutting relevance that AI is having on society, appealing to students of engineering, computer science, and philosophy, as well as all who hold a practical interest in the technology.

Download or read book State of the Art and Future Directions of Smart Learning written by Yanyan Li and published by Springer. This book was released on 2015-10-26 with total page 487 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an archival forum for researchers, academics, practitioners and industry professionals interested and/or engaged in reforming teaching and learning methods by transforming today’s learning environments into smart learning environments. It will facilitate opportunities for discussions and constructive dialogue between various stakeholders on the limitations of current learning environments, the need for reform, innovative uses of emerging pedagogical approaches and technologies, and sharing and promoting best practices, which will lead to the evolution, design and implementation of smart learning environments. The focus of the contributions is on the interplay and fusion of pedagogy and technology to create these new environments. The components of this interplay include but are not limited to: Pedagogy: learning paradigms, assessment paradigms, social factors, policy Technology: emerging technologies, innovative uses of mature technologies, adoption, usability, standards, and emerging/new technological paradigms (open educational resources, cloud computing, etc.) Fusion of pedagogy and technology: transformation of curricula, transformation of teaching behavior, transformation of administration, best practices of infusion, piloting of new ideas.

Download or read book Research Anthology on Digital Transformation Organizational Change and the Impact of Remote Work written by Management Association, Information Resources and published by IGI Global. This book was released on 2020-10-30 with total page 2049 pages. Available in PDF, EPUB and Kindle. Book excerpt: As the use of remote work has recently skyrocketed, digital transformation within the workplace has gone under a microscope, and it has become abundantly clear that the incorporation of new technologies in the workplace is the future of business. These technologies keep businesses up to date with their capabilities to perform remote work and make processes more efficient and effective than ever before. In understanding digital transformation in the workplace there needs to be advanced research on technology, organizational change, and the impacts of remote work on the business, the employees, and day-to-day work practices. This advancement to a digital work culture and remote work is rapidly undergoing major advancements, and research is needed to keep up with both the positives and negatives to this transformation. The Research Anthology on Digital Transformation, Organizational Change, and the Impact of Remote Work contains hand-selected, previously published research that explores the impacts of remote work on business workplaces while also focusing on digital transformation for improving the efficiency of work. While highlighting work technologies, digital practices, business management, organizational change, and the effects of remote work on employees, this book is an all-encompassing research work intended for managers, business owners, IT specialists, executives, practitioners, stakeholders, researchers, academicians, and students interested in how digital transformation and remote work is affecting workplaces.