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Design Patterns

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Author :
Release : 1995
Genre : Business & Economics
Kind : eBook
Book Rating : 243/5 ( reviews)

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Book Synopsis Design Patterns by : Erich Gamma

Download or read book Design Patterns written by Erich Gamma. This book was released on 1995. Available in PDF, EPUB and Kindle. Book excerpt: Software -- Software Engineering.

Machine Learning Design Patterns

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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

Head First Design Patterns

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Author :
Release : 2004-10-25
Genre : Computers
Kind : eBook
Book Rating : 746/5 ( reviews)

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Book Synopsis Head First Design Patterns by : Eric Freeman

Download or read book Head First Design Patterns written by Eric Freeman. This book was released on 2004-10-25. Available in PDF, EPUB and Kindle. Book excerpt: Using research in neurobiology, cognitive science and learning theory, this text loads patterns into your brain in a way that lets you put them to work immediately, makes you better at solving software design problems, and improves your ability to speak the language of patterns with others on your team.

Hands-On Design Patterns and Best Practices with Julia

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Author :
Release : 2020-01-17
Genre : Computers
Kind : eBook
Book Rating : 612/5 ( reviews)

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Book Synopsis Hands-On Design Patterns and Best Practices with Julia by : Tom Kwong

Download or read book Hands-On Design Patterns and Best Practices with Julia written by Tom Kwong. This book was released on 2020-01-17. Available in PDF, EPUB and Kindle. Book excerpt: Design and develop high-performance, reusable, and maintainable applications using traditional and modern Julia patterns with this comprehensive guide Key FeaturesExplore useful design patterns along with object-oriented programming in Julia 1.0Implement macros and metaprogramming techniques to make your code faster, concise, and efficientDevelop the skills necessary to implement design patterns for creating robust and maintainable applicationsBook Description Design patterns are fundamental techniques for developing reusable and maintainable code. They provide a set of proven solutions that allow developers to solve problems in software development quickly. This book will demonstrate how to leverage design patterns with real-world applications. Starting with an overview of design patterns and best practices in application design, you'll learn about some of the most fundamental Julia features such as modules, data types, functions/interfaces, and metaprogramming. You'll then get to grips with the modern Julia design patterns for building large-scale applications with a focus on performance, reusability, robustness, and maintainability. The book also covers anti-patterns and how to avoid common mistakes and pitfalls in development. You'll see how traditional object-oriented patterns can be implemented differently and more effectively in Julia. Finally, you'll explore various use cases and examples, such as how expert Julia developers use design patterns in their open source packages. By the end of this Julia programming book, you'll have learned methods to improve software design, extensibility, and reusability, and be able to use design patterns efficiently to overcome common challenges in software development. What you will learnMaster the Julia language features that are key to developing large-scale software applicationsDiscover design patterns to improve overall application architecture and designDevelop reusable programs that are modular, extendable, performant, and easy to maintainWeigh up the pros and cons of using different design patterns for use casesExplore methods for transitioning from object-oriented programming to using equivalent or more advanced Julia techniquesWho this book is for This book is for beginner to intermediate-level Julia programmers who want to enhance their skills in designing and developing large-scale applications.

Modern C++ Design

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Author :
Release : 2001
Genre : Computers
Kind : eBook
Book Rating : 310/5 ( reviews)

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Book Synopsis Modern C++ Design by : Andrei Alexandrescu

Download or read book Modern C++ Design written by Andrei Alexandrescu. This book was released on 2001. Available in PDF, EPUB and Kindle. Book excerpt: This title documents a convergence of programming techniques - generic programming, template metaprogramming, object-oriented programming and design patterns. It describes the C++ techniques used in generic programming and implements a number of industrial strength components.

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