Weak Supervision From High Level Abstractions

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Practical Weak Supervision

Author : Wee Hyong Tok
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1492077011
Total Pages : 192 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Practical Weak Supervision by : Wee Hyong Tok

Download or read book Practical Weak Supervision written by Wee Hyong Tok and published by "O'Reilly Media, Inc.". This book was released on 2021-09-30 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt: Most data scientists and engineers today rely on quality labeled data to train machine learning models. But building a training set manually is time-consuming and expensive, leaving many companies with unfinished ML projects. There's a more practical approach. In this book, Wee Hyong Tok, Amit Bahree, and Senja Filipi show you how to create products using weakly supervised learning models. You'll learn how to build natural language processing and computer vision projects using weakly labeled datasets from Snorkel, a spin-off from the Stanford AI Lab. Because so many companies have pursued ML projects that never go beyond their labs, this book also provides a guide on how to ship the deep learning models you build. Get up to speed on the field of weak supervision, including ways to use it as part of the data science process Use Snorkel AI for weak supervision and data programming Get code examples for using Snorkel to label text and image datasets Use a weakly labeled dataset for text and image classification Learn practical considerations for using Snorkel with large datasets and using Spark clusters to scale labeling

Data Management in Machine Learning Systems

Author : Matthias Boehm
Publisher : Springer Nature
ISBN 13 : 3031018699
Total Pages : 157 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Data Management in Machine Learning Systems by : Matthias Boehm

Download or read book Data Management in Machine Learning Systems written by Matthias Boehm and published by Springer Nature. This book was released on 2022-05-31 with total page 157 pages. Available in PDF, EPUB and Kindle. Book excerpt: Large-scale data analytics using machine learning (ML) underpins many modern data-driven applications. ML systems provide means of specifying and executing these ML workloads in an efficient and scalable manner. Data management is at the heart of many ML systems due to data-driven application characteristics, data-centric workload characteristics, and system architectures inspired by classical data management techniques. In this book, we follow this data-centric view of ML systems and aim to provide a comprehensive overview of data management in ML systems for the end-to-end data science or ML lifecycle. We review multiple interconnected lines of work: (1) ML support in database (DB) systems, (2) DB-inspired ML systems, and (3) ML lifecycle systems. Covered topics include: in-database analytics via query generation and user-defined functions, factorized and statistical-relational learning; optimizing compilers for ML workloads; execution strategies and hardware accelerators; data access methods such as compression, partitioning and indexing; resource elasticity and cloud markets; as well as systems for data preparation for ML, model selection, model management, model debugging, and model serving. Given the rapidly evolving field, we strive for a balance between an up-to-date survey of ML systems, an overview of the underlying concepts and techniques, as well as pointers to open research questions. Hence, this book might serve as a starting point for both systems researchers and developers.

Neural Information Processing

Author : Mohammad Tanveer
Publisher : Springer Nature
ISBN 13 : 9819916488
Total Pages : 603 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Neural Information Processing by : Mohammad Tanveer

Download or read book Neural Information Processing written by Mohammad Tanveer and published by Springer Nature. This book was released on 2023-04-14 with total page 603 pages. Available in PDF, EPUB and Kindle. Book excerpt: The four-volume set CCIS 1791, 1792, 1793 and 1794 constitutes the refereed proceedings of the 29th International Conference on Neural Information Processing, ICONIP 2022, held as a virtual event, November 22–26, 2022. The 213 papers presented in the proceedings set were carefully reviewed and selected from 810 submissions. They were organized in topical sections as follows: Theory and Algorithms; Cognitive Neurosciences; Human Centered Computing; and Applications. The ICONIP conference aims to provide a leading international forum for researchers, scientists, and industry professionals who are working in neuroscience, neural networks, deep learning, and related fields to share their new ideas, progress, and achievements.

Discrete Event Systems 2004 (WODES'04)

Author : Janan Zaytoon
Publisher : Elsevier
ISBN 13 : 9780080441689
Total Pages : 488 pages
Book Rating : 4.4/5 (416 download)

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Book Synopsis Discrete Event Systems 2004 (WODES'04) by : Janan Zaytoon

Download or read book Discrete Event Systems 2004 (WODES'04) written by Janan Zaytoon and published by Elsevier. This book was released on 2005-12-22 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: Approx. 484 pages

Semantic Systems. The Power of AI and Knowledge Graphs

Author : Maribel Acosta
Publisher : Springer Nature
ISBN 13 : 3030332209
Total Pages : 400 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Semantic Systems. The Power of AI and Knowledge Graphs by : Maribel Acosta

Download or read book Semantic Systems. The Power of AI and Knowledge Graphs written by Maribel Acosta and published by Springer Nature. This book was released on 2019-11-04 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book constitutes the refereed proceedings of the 15th International Conference on Semantic Systems, SEMANTiCS 2019, held in Karlsruhe, Germany, in September 2019. The 20 full papers and 8 short papers presented in this volume were carefully reviewed and selected from 88 submissions. They cover topics such as: web semantics and linked (open) data; machine learning and deep learning techniques; semantic information management and knowledge integration; terminology, thesaurus and ontology management; data mining and knowledge discovery; semantics in blockchain and distributed ledger technologies.

Computational Neuroscience

Author : Dante Augusto Couto Barone
Publisher : Springer
ISBN 13 : 3319710117
Total Pages : 194 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Computational Neuroscience by : Dante Augusto Couto Barone

Download or read book Computational Neuroscience written by Dante Augusto Couto Barone and published by Springer. This book was released on 2017-11-08 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed proceedings of the First International Workshop of Computational Neuroscience, held in Porto Allegre, Brazil, in November 2017.The 12 full papers and 3 short papers presented have been thoroughly reviewed andselected from 40 submissions. The papers are organized in topical sections: neural networks; artificial intelligence; computer vision; machine learning; graphic systems and interfaces; decision trees; nonlinear equations; nano-electromechanical systems.

The Human Face of Ambient Intelligence

Author : Simon Elias Bibri
Publisher : Springer
ISBN 13 : 9462391300
Total Pages : 545 pages
Book Rating : 4.4/5 (623 download)

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Book Synopsis The Human Face of Ambient Intelligence by : Simon Elias Bibri

Download or read book The Human Face of Ambient Intelligence written by Simon Elias Bibri and published by Springer. This book was released on 2015-06-26 with total page 545 pages. Available in PDF, EPUB and Kindle. Book excerpt: As a socially disruptive technology, Ambient Intelligence is ultimately directed towards humans and targeted at the mundane life made of an infinite richness of circumstances that cannot fully be considered and easily be anticipated. Most books, however, focus their analysis on, or deal largely with, the advancement of the technology and its potential only. This book offers a fresh, up–to–date, and holistic approach to Ambient Intelligence. As such, it addresses the interdisciplinary and transdisciplinary aspects of the rapidly evolving field of Ambient Intelligence by seamlessly integrating and fusing it with artificial intelligence, cognitive science and psychology, social sciences, and humanities. It is divided into two main parts: Part 1 is about different permutations of enabling technologies as well as core computational capabilities, namely context awareness, implicit and natural interaction, and intelligent behavior. It details the existing and upcoming prerequisite technologies, and elucidates the application and convergence of major current and future computing trends. Part 2 is an accessible review and synthesis of the latest research in the human-directed sciences and computing and how these are intricately interrelated in the realm of Ambient Intelligence. It deals with the state–of–the–art human–inspired applications which show human-like understanding and exhibit intelligent behavior in relation to a variety of aspects of human functioning – states and processes. It describes and elaborates on the rich potential of Ambient Intelligence from a variety of interrelated perspectives and the plethora of challenges and bottlenecks involved in making Ambient Intelligence a reality, and also discusses the established knowledge and recent discoveries in the human–directed sciences and their application and convergence in the ambit of Ambient Intelligence computing. This seminal reference work is the most comprehensive of its kind, and will prove invaluable to students, researchers, and professionals across both computing and the human-directed sciences.

Deep Learning and Neural Networks: Concepts, Methodologies, Tools, and Applications

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 : 1799804151
Total Pages : 1707 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Deep Learning and Neural Networks: Concepts, Methodologies, Tools, and Applications by : Management Association, Information Resources

Download or read book Deep Learning and Neural Networks: Concepts, Methodologies, Tools, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2019-10-11 with total page 1707 pages. Available in PDF, EPUB and Kindle. Book excerpt: Due to the growing use of web applications and communication devices, the use of data has increased throughout various industries. It is necessary to develop new techniques for managing data in order to ensure adequate usage. Deep learning, a subset of artificial intelligence and machine learning, has been recognized in various real-world applications such as computer vision, image processing, and pattern recognition. The deep learning approach has opened new opportunities that can make such real-life applications and tasks easier and more efficient. Deep Learning and Neural Networks: Concepts, Methodologies, Tools, and Applications is a vital reference source that trends in data analytics and potential technologies that will facilitate insight in various domains of science, industry, business, and consumer applications. It also explores the latest concepts, algorithms, and techniques of deep learning and data mining and analysis. Highlighting a range of topics such as natural language processing, predictive analytics, and deep neural networks, this multi-volume book is ideally designed for computer engineers, software developers, IT professionals, academicians, researchers, and upper-level students seeking current research on the latest trends in the field of deep learning.

Agent and Multi-Agent Systems: Technologies and Applications

Author : Gordan Jezic
Publisher : Springer
ISBN 13 : 3319197282
Total Pages : 455 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Agent and Multi-Agent Systems: Technologies and Applications by : Gordan Jezic

Download or read book Agent and Multi-Agent Systems: Technologies and Applications written by Gordan Jezic and published by Springer. This book was released on 2015-06-09 with total page 455 pages. Available in PDF, EPUB and Kindle. Book excerpt: Agents and multi-agent systems are related to a modern software paradigm which has long been recognized as a promising technology for constructing autonomous, complex and intelligent systems. The topics covered in this volume include agent-oriented software engineering, agent co-operation, co-ordination, negotiation, organization and communication, distributed problem solving, specification of agent communication languages, agent privacy, safety and security, formalization of ontologies and conversational agents. The volume highlights new trends and challenges in agent and multi-agent research and includes 38 papers classified in the following specific topics: learning paradigms, agent-based modeling and simulation, business model innovation and disruptive technologies, anthropic-oriented computing, serious games and business intelligence, design and implementation of intelligent agents and multi-agent systems, digital economy, and advances in networked virtual enterprises. Published papers have been presented at the 9th KES Conference on Agent and Multi-Agent Systems – Technologies and Applications (KES-AMSTA 2015) held in Sorrento, Italy. Presented results should be of value to the research community working in the fields of artificial intelligence, collective computational intelligence, robotics, dialogue systems and, in particular, agent and multi-agent systems, technologies, tools and applications.

Research Anthology on Big Data Analytics, Architectures, and Applications

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 : 1668436639
Total Pages : 1988 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Research Anthology on Big Data Analytics, Architectures, and Applications by : Management Association, Information Resources

Download or read book Research Anthology on Big Data Analytics, Architectures, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2021-09-24 with total page 1988 pages. Available in PDF, EPUB and Kindle. Book excerpt: Society is now completely driven by data with many industries relying on data to conduct business or basic functions within the organization. With the efficiencies that big data bring to all institutions, data is continuously being collected and analyzed. However, data sets may be too complex for traditional data-processing, and therefore, different strategies must evolve to solve the issue. The field of big data works as a valuable tool for many different industries. The Research Anthology on Big Data Analytics, Architectures, and Applications is a complete reference source on big data analytics that offers the latest, innovative architectures and frameworks and explores a variety of applications within various industries. Offering an international perspective, the applications discussed within this anthology feature global representation. Covering topics such as advertising curricula, driven supply chain, and smart cities, this research anthology is ideal for data scientists, data analysts, computer engineers, software engineers, technologists, government officials, managers, CEOs, professors, graduate students, researchers, and academicians.

IROS

Author :
Publisher :
ISBN 13 :
Total Pages : 730 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis IROS by :

Download or read book IROS written by and published by . This book was released on 1992 with total page 730 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Integrative Approaches to Supervision

Author : Michael Carroll
Publisher : Jessica Kingsley Publishers
ISBN 13 : 1853029661
Total Pages : 220 pages
Book Rating : 4.8/5 (53 download)

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Book Synopsis Integrative Approaches to Supervision by : Michael Carroll

Download or read book Integrative Approaches to Supervision written by Michael Carroll and published by Jessica Kingsley Publishers. This book was released on 2001 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: The contributors to this informative book consider the nature of a supervision and examine the ways in which it can be further defined and developed. Drawing together practical and theoretical perspectives, Integrative Approaches to Supervision examines the contribution that supervision can make within both organisational and individual settings.

Principles of Knowledge Auditing

Author : Patrick Lambe
Publisher : MIT Press
ISBN 13 : 0262373157
Total Pages : 423 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Principles of Knowledge Auditing by : Patrick Lambe

Download or read book Principles of Knowledge Auditing written by Patrick Lambe and published by MIT Press. This book was released on 2023-05-02 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive theoretical and practical guide to the operating principles of knowledge auditing, illustrated with numerous case studies. A knowledge audit provides an “at a glance” view of an organization's needs and opportunities. Its purpose is to improve an organization's effectiveness through a better understanding of the dynamics and levers of knowledge production, access, and use. However, this developing field is hampered by the lack of a common language about the origins and nature of knowledge auditing. In Principles of Knowledge Auditing, Patrick Lambe integrates the theory and practices of the field, laying out principles and guidelines for a clearer and more pragmatic approach to knowledge auditing that makes it more accessible to practitioners and researchers. Lambe examines knowledge auditing in the context of the development of communications, information, and knowledge management in the twentieth century. He critiques and clarifies ambiguities in how knowledge audits are approached and described, as well as how the results are conveyed within organizations. He discusses the benefits and risks of knowledge management standards. Knowledge auditors, he says, need a common frame of reference more than they need standards. Standards have their uses, but they provide only markers and sign posts and are poor representations of the richness of the landscape. He concludes with a set of guiding principles for practitioners.

Managing Productive Schools

Author : Karolyn J. Snyder
Publisher : Academic Press
ISBN 13 :
Total Pages : 600 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Managing Productive Schools by : Karolyn J. Snyder

Download or read book Managing Productive Schools written by Karolyn J. Snyder and published by Academic Press. This book was released on 1986 with total page 600 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advanced Hybrid Information Processing

Author : Lin Yun
Publisher : Springer Nature
ISBN 13 : 3031505433
Total Pages : 492 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Advanced Hybrid Information Processing by : Lin Yun

Download or read book Advanced Hybrid Information Processing written by Lin Yun and published by Springer Nature. This book was released on with total page 492 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Growing Adaptive Machines

Author : Taras Kowaliw
Publisher : Springer
ISBN 13 : 3642553370
Total Pages : 266 pages
Book Rating : 4.6/5 (425 download)

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Book Synopsis Growing Adaptive Machines by : Taras Kowaliw

Download or read book Growing Adaptive Machines written by Taras Kowaliw and published by Springer. This book was released on 2014-06-04 with total page 266 pages. Available in PDF, EPUB and Kindle. Book excerpt: The pursuit of artificial intelligence has been a highly active domain of research for decades, yielding exciting scientific insights and productive new technologies. In terms of generating intelligence, however, this pursuit has yielded only limited success. This book explores the hypothesis that adaptive growth is a means of moving forward. By emulating the biological process of development, we can incorporate desirable characteristics of natural neural systems into engineered designs and thus move closer towards the creation of brain-like systems. The particular focus is on how to design artificial neural networks for engineering tasks. The book consists of contributions from 18 researchers, ranging from detailed reviews of recent domains by senior scientists, to exciting new contributions representing the state of the art in machine learning research. The book begins with broad overviews of artificial neurogenesis and bio-inspired machine learning, suitable both as an introduction to the domains and as a reference for experts. Several contributions provide perspectives and future hypotheses on recent highly successful trains of research, including deep learning, the Hyper NEAT model of developmental neural network design, and a simulation of the visual cortex. Other contributions cover recent advances in the design of bio-inspired artificial neural networks, including the creation of machines for classification, the behavioural control of virtual agents, the desi gn of virtual multi-component robots and morphologies and the creation of flexible intelligence. Throughout, the contributors share their vast expertise on the means and benefits of creating brain-like machines. This book is appropriate for advanced students and practitioners of artificial intelligence and machine learning.

Knowledge-Based System Diagnosis, Supervision, and Control

Author : S.G. Tzafestas
Publisher : Springer Science & Business Media
ISBN 13 : 148992471X
Total Pages : 306 pages
Book Rating : 4.4/5 (899 download)

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Book Synopsis Knowledge-Based System Diagnosis, Supervision, and Control by : S.G. Tzafestas

Download or read book Knowledge-Based System Diagnosis, Supervision, and Control written by S.G. Tzafestas and published by Springer Science & Business Media. This book was released on 2013-11-22 with total page 306 pages. Available in PDF, EPUB and Kindle. Book excerpt: It is in the area of Systems Diagnosis. Supervision and Control that Knowledge-Based Techniques have had their most significant impact in recent years. In this volume. Spyros Tzafestas has ably put together the current state of the art of the application of Artificial Intelligence concepts to problems of Systems Diagnosis. All the authors in this edited work are distinguished internationally. recognized experts on various aspects of Artificial Intelligence and its applications. and the coverage of the field that they provide is both readable and authoritative. The sixteen chapters break down in a natural way into three broad categories i.e •• (a) introduction to the applications of Expert Systems in Engineering. (b) Knowledge-based systems architectures. models and techniques for fault diagnosis. supervision and real time control and finally. (c) applications and case studies in three specific 'areas. namely: Manufacturing. Chemical Processes and Communications Networks. The final chapter provides a com prehensive survey of the field with an extensive bibliography. The mix of original scientific articles. tutorial and survey papers makes this col lection a very timely and valuable addition to the literature in this important field. MADAN G. SINGH Professor of Information Engineering at U.M.I.S.T.