Orchestration Graphs

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Orchestration Graphs

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Author : Pierre Dillenbourg
language : en
Publisher: Epfl Press
Release Date : 2015-06-24

Orchestration Graphs written by Pierre Dillenbourg and has been published by Epfl Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-06-24 with Education categories.

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.

The Graph Music Of Morton Feldman

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Author : David Cline
language : en
Publisher: Cambridge University Press
Release Date : 2016-05-26

The Graph Music Of Morton Feldman written by David Cline and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-05-26 with Art categories.

David Cline provides a detailed analysis of Morton Feldman's graph works and how they changed the course of post-war music.

Handbook Of Learning From Multiple Representations And Perspectives

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Author : Peggy Van Meter
language : en
Publisher: Routledge
Release Date : 2020-03-10

Handbook Of Learning From Multiple Representations And Perspectives written by Peggy Van Meter and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-10 with Education categories.

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.

Data Pipelines Pocket Reference

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Author : James Densmore
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2021-02-10

Data Pipelines Pocket Reference written by James Densmore and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-02-10 with Computers categories.

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

Artificial Intelligence In Education

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Author : Cristina Conati
language : en
Publisher: Springer
Release Date : 2015-06-16

Artificial Intelligence In Education written by Cristina Conati and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-06-16 with Computers categories.

This book constitutes the refereed proceedings of the 17th International Conference on Artificial Intelligence in Education, AIED 2015, held in Madrid, Spain, in June 2015. The 50 revised full papers presented together with 3 keynotes, 79 poster presentations, 13 doctoral consortium papers, 16 workshop abstracts, and 8 interactive event papers were carefully reviewed and selected from numerous submissions. The conference provides opportunities for the cross-fertilization of approaches, techniques and ideas from the many fields that comprise AIED, including computer science, cognitive and learning sciences, education, game design, psychology, sociology, linguistics, as well as many domain-specific areas.

International Handbook Of The Learning Sciences

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Author : Frank Fischer
language : en
Publisher: Routledge
Release Date : 2018-04-19

International Handbook Of The Learning Sciences written by Frank Fischer and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-04-19 with Education categories.

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.

International Handbook Of Computer Supported Collaborative Learning

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Author : Ulrike Cress
language : en
Publisher: Springer Nature
Release Date : 2021-10-08

International Handbook Of Computer Supported Collaborative Learning written by Ulrike Cress and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-10-08 with Education categories.

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.

Orchestration Systems And Design

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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-04

Orchestration Systems And Design written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-04 with Computers categories.

"Orchestration Systems and Design" "Orchestration Systems and Design" delivers a definitive exploration of the principles, architectures, and emerging trends shaping modern orchestrated systems. Starting with a rigorous foundation in distributed systems, the book distinguishes the nuance between automation and orchestration, unpacks state management, event models, and established workflow patterns, all while emphasizing a systems thinking approach. Readers gain not only exposure to key concepts but also a historical context, providing a comprehensive understanding of how orchestration has evolved in line with distributed and cloud-native environments. The book transitions seamlessly from architectural best practices to advanced applications, thoroughly examining centralized and decentralized models, microservices orchestration, workflow engines, and API-driven design. It presents deep dives into leading container orchestration platforms like Kubernetes, Nomad, and Swarm, covering resource management, extensibility, security, and multi-tenancy. Further chapters grapple with the complexity of distributed workflow orchestration, including durable workflows, human-in-the-loop processes, artifact management, and idempotency, empowering readers to design resilient and flexible orchestration pipelines. Beyond technical architectures, "Orchestration Systems and Design" rigorously addresses critical concerns such as reliability, security, and compliance. It offers actionable guidance on failure mitigation, disaster recovery, observability, and policy enforcement, connecting these themes to imperative areas like DevOps, CI/CD integration, and large-scale performance optimization. The book concludes by surveying the frontiers of orchestration—serverless, edge, IoT, AIOps, and decentralized approaches—offering insights into the research challenges and future directions that will define the discipline in the years ahead.

Machine Learning Production Systems

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Author : Robert Crowe
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2024-10-02

Machine Learning Production Systems written by Robert Crowe and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-02 with Computers categories.

Using machine learning for products, services, and critical business processes is quite different from using ML in an academic or research setting—especially for recent ML graduates and those moving from research to a commercial environment. Whether you currently work to create products and services that use ML, or would like to in the future, this practical book gives you a broad view of the entire field. Authors Robert Crowe, Hannes Hapke, Emily Caveness, and Di Zhu help you identify topics that you can dive into deeper, along with reference materials and tutorials that teach you the details. You'll learn the state of the art of machine learning engineering, including a wide range of topics such as modeling, deployment, and MLOps. You'll learn the basics and advanced aspects to understand the production ML lifecycle. This book provides four in-depth sections that cover all aspects of machine learning engineering: Data: collecting, labeling, validating, automation, and data preprocessing; data feature engineering and selection; data journey and storage Modeling: high performance modeling; model resource management techniques; model analysis and interoperability; neural architecture search Deployment: model serving patterns and infrastructure for ML models and LLMs; management and delivery; monitoring and logging Productionalizing: ML pipelines; classifying unstructured texts and images; genAI model pipelines