Process Patterns
Process Patterns

Author: Scott W. Ambler

Publisher: Cambridge University Press

Published: 1998-10-28

Total Pages: 574

ISBN-13: 9780521645683

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Written by one of the best known object-oriented practitioners in the business, Process Patterns is based on proven, real-world techniques. Scott Ambler shows readers how to successfully deliver large-scale applications using object technology and carefully describes how one develops applications that are truly easy to maintain and to enhance. He shows how such projects can be supported and points out what is necessary to ensure that one's development efforts are of the best quality. His object-oriented software process (OOSP) is geared toward medium to large-size organizations that need to internally develop software to support their main line of business. Developers and project managers who have just taken their first OO development course will find this book essential. It describes the only OOSP to take the true needs of development into consideration, including cross-project, maintenance, operations, and support issues. This book uses the Unified Modeling Language (UML).

Workflow Patterns
Workflow Patterns

Author: Nick Russell

Publisher: MIT Press

Published: 2016-02-12

Total Pages: 380

ISBN-13: 0262029820

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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.

Framework Process Patterns
Framework Process Patterns

Author: James Carey

Publisher: Addison-Wesley Professional

Published: 2002

Total Pages: 270

ISBN-13:

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This is a patterns guide to building effective object-oriented software frameworks. It covers the entire range of development activities from initial requirements gathering to teamwork and documentation.

NET Patterns
NET Patterns

Author: Christian Thilmany

Publisher: Addison-Wesley Professional

Published: 2004

Total Pages: 452

ISBN-13: 9780321130020

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bull; bull;Extends the proven concept of design patterns to the relatively new field of .NET design and development bull;Part of the acclaimed Addison-Wesley Software Patterns Series, with John Vlissides as series editor bull;Includes helpful primers on XML and web services as well as thorough coverage of debugging, exceptions, error handling, and architecture

Machine Learning Design Patterns
Machine Learning Design Patterns

Author: Valliappa Lakshmanan

Publisher: O'Reilly Media

Published: 2020-10-15

Total Pages: 408

ISBN-13: 1098115759

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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

Pattern and Process in a Forested Ecosystem
Pattern and Process in a Forested Ecosystem

Author: F.Herbert Bormann

Publisher: Springer Science & Business Media

Published: 2012-12-06

Total Pages: 265

ISBN-13: 1461262321

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The advent of ecosystem ecology has created great difficulties for ecologists primarily trained as biologists, since inevitably as the field grew, it absorbed components of other disciplines relatively foreign to most ecologists yet vital to the understanding of the structure and function of ecosystems. From the point of view of the biological ecologist struggling to understand the enormous complexity of the biological functions within an ecosystem, the added necessity of integrating biology with geochemis try, hydrology, micrometeorology, geomorphology, pedology, and applied sciences (like silviculture and land use management) often has appeared as an impossible requirement. Ecologists have frequently responded by limiting their perspective to biology with the result that the modeling of species interactions is sometimes considered as modeling ecosystems, or modeling the living fraction of the ecosystems is considered as modeling whole ecosystems. Such of course is not the case, since understanding the structure and function of ecosystems requires sound understanding of inanimate as well as animate processes and often neither can be under stood without the other. About 15 years ago, a view of ecology somewhat different from most then prevailing, coupled with a strong dose of naivete and a sense of exploration, lead us to believe that consideration of the inanimate side of ecosystem function rather than being just one more annoying complexity might provide exceptional advantages in the study of ecosystems. To examine this possibility, we took two steps which occurred more or less simultaneously.

More Process Patterns
More Process Patterns

Author: Scott W. Ambler

Publisher: Cambridge University Press

Published: 1999-01-13

Total Pages: 418

ISBN-13: 9780521652629

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With his new book, More Process Patterns, Scott Ambler picks up where Process Patterns left off. In this book, the author presents process patterns for the second half of the development lifecycle. He covers the Deliver phase and the Maintain and Support phase of large-scale, object-oriented system development. Each presented pattern is based upon proven, real-world techniques and is geared toward medium to large-size organizations who need to develop software internally to support their main line of business. The book covers major management issues, such as people and risk management, and quality assurance. Developers and project managers who have just taken their first OO development course will find this book essential. It takes the true needs of software development and delivery into consideration, including cross-project, maintenance, operations, and support issues. This book uses the Unified Modeling Language (UML).

Guide to the Unified Process featuring UML, Java and Design Patterns
Guide to the Unified Process featuring UML, Java and Design Patterns

Author: John Hunt

Publisher: Springer Science & Business Media

Published: 2003-07-30

Total Pages: 423

ISBN-13: 1852337214

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John Hunt's book guides you through the use of the UML and the Unified Process and their application to Java systems. Key topics focus explicitly on applying the notation and the method to Java. The book is clearly structured and written, making it ideal for practitioners. This second edition is considerably revised and extended and includes examples taken from the latest version of Rational Rose and Together. Considers how Agile Modelling fits with the Unified Process, and presents Design Patterns Self contained – covers both the Unified Process and UML in one book Includes real-world case studies Written by an experienced author and industry expert Ideal for students on Software Engineering courses

Action Patterns in Business Process Models
Action Patterns in Business Process Models

Author: Sergey Smirnov

Publisher: Universitätsverlag Potsdam

Published: 2009

Total Pages: 24

ISBN-13: 3869560096

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Business process management experiences a large uptake by the industry, and process models play an important role in the analysis and improvement of processes. While an increasing number of staff becomes involved in actual modeling practice, it is crucial to assure model quality and homogeneity along with providing suitable aids for creating models. In this paper we consider the problem of offering recommendations to the user during the act of modeling. Our key contribution is a concept for defining and identifying so-called action patterns - chunks of actions often appearing together in business processes. In particular, we specify action patterns and demonstrate how they can be identified from existing process model repositories using association rule mining techniques. Action patterns can then be used to suggest additional actions for a process model. Our approach is challenged by applying it to the collection of process models from the SAP Reference Model.