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Workflow Patterns

2016-02-12 Computers
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Release : 2016-02-12
Genre : Computers
Kind : eBook
Book Rating : 820/5 ( reviews)

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Book Synopsis Workflow Patterns by : Nick Russell

Download or read book Workflow Patterns written by Nick Russell. This book was released on 2016-02-12. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive guide to well-known workflow patterns: recurrent, generic business process constructs, described from the control-flow, data, and resource perspectives. The study of business processes has emerged as a highly effective approach to coordinating an organization's complex service- and knowledge-based activities. The growing field of business process management (BPM) focuses on methods and tools for designing, enacting, and analyzing business processes. This volume offers a definitive guide to the use of patterns, which synthesize the wide range of approaches to modeling business processes. It provides a unique and comprehensive introduction to the well-known workflow patterns collection—recurrent, generic constructs describing common business process modeling and execution scenarios, presented in the form of problem-solution dialectics. The underlying principles of the patterns approach ensure that they are independent of any specific enabling technology, representational formalism, or modeling approach, and thus broadly applicable across the business process modeling and business process technology domains. The authors, drawing on extensive research done by the Workflow Patterns Initiative, offer a detailed introduction to the fundamentals of business process modeling and management; describe three major pattern catalogs, presented from control-flow, data, and resource perspectives; and survey related BPM patterns. The book, a companion to the authoritative Workflow Patterns website, will be an essential resource for both academics and practitioners working in business process modeling and business process management.

Workflow Patterns

2016-02-26 Computers
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Release : 2016-02-26
Genre : Computers
Kind : eBook
Book Rating : 417/5 ( reviews)

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Book Synopsis Workflow Patterns by : Nick Russell

Download or read book Workflow Patterns written by Nick Russell. This book was released on 2016-02-26. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive guide to well-known workflow patterns: recurrent, generic business process constructs, described from the control-flow, data, and resource perspectives. The study of business processes has emerged as a highly effective approach to coordinating an organization's complex service- and knowledge-based activities. The growing field of business process management (BPM) focuses on methods and tools for designing, enacting, and analyzing business processes. This volume offers a definitive guide to the use of patterns, which synthesize the wide range of approaches to modeling business processes. It provides a unique and comprehensive introduction to the well-known workflow patterns collection—recurrent, generic constructs describing common business process modeling and execution scenarios, presented in the form of problem-solution dialectics. The underlying principles of the patterns approach ensure that they are independent of any specific enabling technology, representational formalism, or modeling approach, and thus broadly applicable across the business process modeling and business process technology domains. The authors, drawing on extensive research done by the Workflow Patterns Initiative, offer a detailed introduction to the fundamentals of business process modeling and management; describe three major pattern catalogs, presented from control-flow, data, and resource perspectives; and survey related BPM patterns. The book, a companion to the authoritative Workflow Patterns website, will be an essential resource for both academics and practitioners working in business process modeling and business process management.

Machine Learning Design Patterns

2020-10-15 Computers
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Release : 2020-10-15
Genre : Computers
Kind : eBook
Book Rating : 759/5 ( reviews)

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Book Synopsis Machine Learning Design Patterns by : Valliappa Lakshmanan

Download or read book Machine Learning Design Patterns written by Valliappa Lakshmanan. This book was released on 2020-10-15. Available in PDF, EPUB and Kindle. Book excerpt: The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure models are treating users fairly

Workflow Patterns

2008 Industrial management
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Release : 2008
Genre : Industrial management
Kind : eBook
Book Rating : 408/5 ( reviews)

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Book Synopsis Workflow Patterns by : Nick zzz-Russell

Download or read book Workflow Patterns written by Nick zzz-Russell. This book was released on 2008. Available in PDF, EPUB and Kindle. Book excerpt:

Work, Workflow and Information Systems

2007 Business & Economics
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Release : 2007
Genre : Business & Economics
Kind : eBook
Book Rating : 697/5 ( reviews)

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Book Synopsis Work, Workflow and Information Systems by : William B. Rouse

Download or read book Work, Workflow and Information Systems written by William B. Rouse. This book was released on 2007. Available in PDF, EPUB and Kindle. Book excerpt: This volume brings together several perspectives on the nature of work processes in enterprises and how information systems can best support these processes. The genesis of this idea was the shared interests of the authors in how enterprises improve and change. The shared belief is that change of enterprises relates to change of work processes and the success of such changes relates to how work processes are supported by information systems. Thus, the papers in this volume address both the nature of work and the design of information systems to support work. This volume is divided into two main sections: work and workflow, and information systems. There are three papers in each section. The disciplines represented across these six papers include management, engineering, computing, and architecture. These four disciplines pursue work, workflow, and information systems from quite different perspectives - management to represent business practices and processes, engineering to represent the physical flows in the system, computing to represent the information flows, and architecture to represent human flows within and among physical spaces. Enterprises, of course, include all these types of flows.

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