Knowledge Automation

Author : Alan N. Fish
Publisher : John Wiley & Sons
ISBN 13 : 1118236793
Total Pages : 208 pages
Book Rating : 4.96/5 ( download)

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Download or read book Knowledge Automation written by Alan N. Fish and published by John Wiley & Sons. This book was released on 2012-02-08 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: A proven decision management methodology for increased profits and lowered risks Knowledge Automation: How to Implement Decision Management in Business Processes describes a simple but comprehensive methodology for decision management projects, which use business rules and predictive analytics to optimize and automate small, high-volume business decisions. It includes Decision Requirements Analysis (DRA), a new method for taking the crucial first step in any IT project to implement decision management: defining a set of business decisions and identifying all the information—business knowledge and data—required to make those decisions. Describes all the stages in automating business processes, from business process modeling down to the implementation of decision services Addresses how to use business rules and predictive analytics to optimize and automate small, high-volume business decisions Proposes a simple "top-down" method for defining decision requirements and representing them in a single diagram Shows how clear requirements can allow decision management projects to be run with reduced risk and increased profit Nontechnical and accessible, Knowledge Automation reveals how DRA is destined to become a standard technique in the business analysis and project management toolbox.

Author : Nicolas Sands
Publisher :
ISBN 13 : 9781945541759
Total Pages : 778 pages
Book Rating : 4.5X/5 ( download)

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Download or read book A Guide to the Automation Body of Knowledge, Third Edition written by Nicolas Sands and published by . This book was released on 2018 with total page 778 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Author : Dario Radecic
Publisher : Packt Publishing Ltd
ISBN 13 : 1800564961
Total Pages : 270 pages
Book Rating : 4.61/5 ( download)

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Download or read book Machine Learning Automation with TPOT written by Dario Radecic and published by Packt Publishing Ltd. This book was released on 2021-05-07 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover how TPOT can be used to handle automation in machine learning and explore the different types of tasks that TPOT can automate Key FeaturesUnderstand parallelism and how to achieve it in Python.Learn how to use neurons, layers, and activation functions and structure an artificial neural network.Tune TPOT models to ensure optimum performance on previously unseen data.Book Description The automation of machine learning tasks allows developers more time to focus on the usability and reactivity of the software powered by machine learning models. TPOT is a Python automated machine learning tool used for optimizing machine learning pipelines using genetic programming. Automating machine learning with TPOT enables individuals and companies to develop production-ready machine learning models cheaper and faster than with traditional methods. With this practical guide to AutoML, developers working with Python on machine learning tasks will be able to put their knowledge to work and become productive quickly. You'll adopt a hands-on approach to learning the implementation of AutoML and associated methodologies. Complete with step-by-step explanations of essential concepts, practical examples, and self-assessment questions, this book will show you how to build automated classification and regression models and compare their performance to custom-built models. As you advance, you'll also develop state-of-the-art models using only a couple of lines of code and see how those models outperform all of your previous models on the same datasets. By the end of this book, you'll have gained the confidence to implement AutoML techniques in your organization on a production level. What you will learnGet to grips with building automated machine learning modelsBuild classification and regression models with impressive accuracy in a short timeDevelop neural network classifiers with AutoML techniquesCompare AutoML models with traditional, manually developed models on the same datasetsCreate robust, production-ready modelsEvaluate automated classification models based on metrics such as accuracy, recall, precision, and f1-scoreGet hands-on with deployment using Flask-RESTful on localhostWho this book is for Data scientists, data analysts, and software developers who are new to machine learning and want to use it in their applications will find this book useful. This book is also for business users looking to automate business tasks with machine learning. Working knowledge of the Python programming language and beginner-level understanding of machine learning are necessary to get started.

Author : J. Andersson
Publisher : IOS Press
ISBN 13 : 1643685112
Total Pages : 750 pages
Book Rating : 4.13/5 ( download)

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Download or read book Sustainable Production Through Advanced Manufacturing, Intelligent Automation and Work Integrated Learning written by J. Andersson and published by IOS Press. This book was released on 2024-05-07 with total page 750 pages. Available in PDF, EPUB and Kindle. Book excerpt: Collaboration between those working in product development and production is essential for successful product realization. The Swedish Production Academy (SPA) was founded in 2006 with the aim of driving and developing production research and higher education in Sweden, and increasing national cooperation in research and education within the area of production. This book presents the proceedings of SPS2024, the 11th Swedish Production Symposium, held from 23 to 26 April 2024 in Trollhättan, Sweden. The conference provided a platform for SPA members, as well as for professionals from industry and academia interested in production research and education from around the world, to share insights and ideas. The title and overarching theme of SPS2024 was Sustainable Production through Advanced Manufacturing, Intelligent Automation and Work Integrated Learning, and the conference emphasized stakeholder value, the societal role of industry, worker wellbeing, and environmental sustainability, in alignment with the European Commission's vision for the future of manufacturing. The 59 papers included here were accepted for publication and presentation at the symposium after a thorough review process. They are divided into 6 sections reflecting the thematic areas of the conference, which were: sustainable manufacturing, smart production and automation, digitalization for efficient product realization, circular production, industrial transformation for sustainability, and the integration of education and research. Highlighting the latest developments and advances in automation and sustainable production, the book will be of interest to all those working in the field.

Author : Georg Spöttl
Publisher : wbv Media GmbH & Company KG
ISBN 13 : 376396763X
Total Pages : 154 pages
Book Rating : 4.36/5 ( download)

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Download or read book Fit for Industry 4.0 - Innovative Learning and Teaching for Digitalization and Automation written by Georg Spöttl and published by wbv Media GmbH & Company KG. This book was released on 2021-09-30 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents a further training concept on Industry 4.0 for vocational teachers, which was developed for transnational use by the "Gesellschaft für Internationale Zusammenarbeit" (GIZ) together with SEAMEO VOCTECH (Regional Centre for Vocational and Technical Education and Training) and ASEAN (Association of Southeast Asian Nations) for transnational use. In connection with the thematic focus on digitalisation and the accompanying change in the world of work, innovative teaching and learning methods for self-reliant learning and the promotion of communicative and social competences are presented. In the transfer project, the professional and didactical competences of teachers and trainers are promoted. The volume is published in English.

Author : Benjamin Anyacho
Publisher : Berrett-Koehler Publishers
ISBN 13 : 1523089539
Total Pages : 248 pages
Book Rating : 4.36/5 ( download)

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Download or read book The Knowledge Café written by Benjamin Anyacho and published by Berrett-Koehler Publishers. This book was released on 2021-07-06 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: Knowledge Café is a process for sharing information, whether face to face or virtual. This popular and practical knowledge management tool supports a culture where projects and innovation thrive. The Knowledge Café is a mindset and environment for engaging, discussing, and exchanging knowledge within a group either face to face or virtually. At the café, participants can discuss hard-to-solve project issues or resolve a family or community crisis. This metaphorical town square supports knowledge circulation and rejuvenation and increases its velocity—making it a breeding ground for innovation. The aha moments at one Knowledge Café can match the benefits of multiple conferences, workshops, and training put together. When knowledge management (KM) is part of an organization's culture, performance improves, collaboration increases, and the competitive advantage accelerates. No one can force knowledge transfer. We must create the right environment where knowledge is freely shared, rewarded, and fun. This book demonstrates why the Knowledge Café is such an effective KM tool and shows how to design optimal café experiences and increase learning agility. The premium on knowledge and agility has never been greater. This book offers a technique for managing knowledge toward the greater good. Tips; templates; practical and relatable experiences; case studies; and examples of knowledge brokers, creators, and sharers across cultures are sprinkled throughout the book to show how the café interfaces with other KM techniques and in different work and project spaces.

Author : Frank Hutter
Publisher : Springer
ISBN 13 : 3030053180
Total Pages : 223 pages
Book Rating : 4.85/5 ( download)

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Download or read book Automated Machine Learning written by Frank Hutter and published by Springer. This book was released on 2019-05-17 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial ML applications and the rapid growth of the field has created a high demand for off-the-shelf ML methods that can be used easily and without expert knowledge. However, many of the recent machine learning successes crucially rely on human experts, who manually select appropriate ML architectures (deep learning architectures or more traditional ML workflows) and their hyperparameters. To overcome this problem, the field of AutoML targets a progressive automation of machine learning, based on principles from optimization and machine learning itself. This book serves as a point of entry into this quickly-developing field for researchers and advanced students alike, as well as providing a reference for practitioners aiming to use AutoML in their work.

Author : Alok Mani Tripathi
Publisher : Packt Publishing Ltd
ISBN 13 : 1788396510
Total Pages : 349 pages
Book Rating : 4.16/5 ( download)

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Download or read book Learning Robotic Process Automation written by Alok Mani Tripathi and published by Packt Publishing Ltd. This book was released on 2018-03-28 with total page 349 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design RPA solutions to perform a wide range of transactional tasks with minimal cost and maximum ROI Key Features A beginner's guide to learn Robotic Process Automation and its impact on the modern world Design, test, and perform enterprise automation task with UiPath Create Automation apps and deploy them to all the computers in your department. Book Description Robotic Process Automation (RPA) enables automating business processes using software robots. Software robots interpret, trigger responses, and communicate with other systems just like humans do. Robotic processes and intelligent automation tools can help businesses improve the effectiveness of services faster and at a lower cost than current methods. This book is the perfect start to your automation journey, with a special focus on one of the most popular RPA tools: UiPath. Learning Robotic Process Automation takes you on a journey from understanding the basics of RPA to advanced implementation techniques. You will become oriented in the UiPath interface and learn about its workflow. Once you are familiar with the environment, we will get hands-on with automating different applications such as Excel, SAP, Windows and web applications, screen and web scraping, working with user events, as well as understanding exceptions and debugging. By the end of the book, you'll not only be able to build your first software bot, but also you'll wire it to perform various automation tasks with the help of best practices for bot deployment. What you will learn Understand Robotic Process Automation technology Learn UiPath programming techniques to deploy robot configurations Explore various data extraction techniques Learn about integrations with various popular applications such as SAP and MS Office Debug a programmed robot including logging and exception handling Maintain code version and source control Deploy and control Bots with UiPath Orchestrator Who this book is for If you would like to pursue a career in Robotic Process Automation or improve the efficiency of your businesses by automating common tasks, then this book is perfect for you. Prior programming knowledge of either Visual Basic or C# will be useful.

Author : Haoxing Ren
Publisher : Springer Nature
ISBN 13 : 303113074X
Total Pages : 585 pages
Book Rating : 4.48/5 ( download)

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Download or read book Machine Learning Applications in Electronic Design Automation written by Haoxing Ren and published by Springer Nature. This book was released on 2023-01-01 with total page 585 pages. Available in PDF, EPUB and Kindle. Book excerpt: ​This book serves as a single-source reference to key machine learning (ML) applications and methods in digital and analog design and verification. Experts from academia and industry cover a wide range of the latest research on ML applications in electronic design automation (EDA), including analysis and optimization of digital design, analysis and optimization of analog design, as well as functional verification, FPGA and system level designs, design for manufacturing (DFM), and design space exploration. The authors also cover key ML methods such as classical ML, deep learning models such as convolutional neural networks (CNNs), graph neural networks (GNNs), generative adversarial networks (GANs) and optimization methods such as reinforcement learning (RL) and Bayesian optimization (BO). All of these topics are valuable to chip designers and EDA developers and researchers working in digital and analog designs and verification.

Author : PASCAL. BARKIN BORNET (IAN. WIRTZ, JOCHEN.)
Publisher :
ISBN 13 : 9811235848
Total Pages : 431 pages
Book Rating : 4.49/5 ( download)

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Download or read book INTELLIGENT AUTOMATION written by PASCAL. BARKIN BORNET (IAN. WIRTZ, JOCHEN.) and published by . This book was released on 2020 with total page 431 pages. Available in PDF, EPUB and Kindle. Book excerpt: