Julia
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Julia Programming For Operations Research
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Author : Changhyun Kwon
language : en
Publisher: Changhyun Kwon
Release Date : 2019-03-03
Julia Programming For Operations Research written by Changhyun Kwon and has been published by Changhyun Kwon this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-03-03 with Technology & Engineering categories.
Last Updated: December 2020 Based on Julia v1.3+ and JuMP v0.21+ The main motivation of writing this book was to help the author himself. He is a professor in the field of operations research, and his daily activities involve building models of mathematical optimization, developing algorithms for solving the problems, implementing those algorithms using computer programming languages, experimenting with data, etc. Three languages are involved: human language, mathematical language, and computer language. His team of students need to go over three different languages, which requires "translation" among the three languages. As this book was written to teach his research group how to translate, this book will also be useful for anyone who needs to learn how to translate in a similar situation. The Julia Language is as fast as C, as convenient as MATLAB, and as general as Python with a flexible algebraic modeling language for mathematical optimization problems. With the great support from Julia developers, especially the developers of the JuMP—Julia for Mathematical Programming—package, Julia makes a perfect tool for students and professionals in operations research and related areas such as industrial engineering, management science, transportation engineering, economics, and regional science. For more information, visit: http://www.chkwon.net/julia
Think Julia
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Author : Ben Lauwens
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2019-04-05
Think Julia written by Ben Lauwens and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-04-05 with Computers categories.
If you’re just learning how to program, Julia is an excellent JIT-compiled, dynamically typed language with a clean syntax. This hands-on guide uses Julia 1.0 to walk you through programming one step at a time, beginning with basic programming concepts before moving on to more advanced capabilities, such as creating new types and multiple dispatch. Designed from the beginning for high performance, Julia is a general-purpose language ideal for not only numerical analysis and computational science but also web programming and scripting. Through exercises in each chapter, you’ll try out programming concepts as you learn them. Think Julia is perfect for students at the high school or college level as well as self-learners and professionals who need to learn programming basics. Start with the basics, including language syntax and semantics Get a clear definition of each programming concept Learn about values, variables, statements, functions, and data structures in a logical progression Discover how to work with files and databases Understand types, methods, and multiple dispatch Use debugging techniques to fix syntax, runtime, and semantic errors Explore interface design and data structures through case studies
Julia For Machine Learning
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Author : Zacharias Voulgaris
language : en
Publisher:
Release Date : 2020-05-18
Julia For Machine Learning written by Zacharias Voulgaris and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-05-18 with Computers categories.
Unleash the power of Julia for your machine learning tasks. We reveal why Julia is chosen for more and more data science and machine learning projects, including Julia's ability to run algorithms at lightning speed. Next, we show you how to set up Julia and various IDEs such as Jupyter. Afterward, we explore key Julia libraries, which are useful for data science work, including packages related to visuals, data structures, and mathematical processes. After building a foundation in Julia, we dive into machine learning, with foundational concepts reinforced by Julia use cases. The use cases build upon each other, reaching the level where we code a machine learning model from scratch using Julia. All of these use cases are available in a series of Jupyter notebooks. After covering dimensionality reduction methods, we explore additional machine learning topics, such as parallelization and data engineering. Although knowing how to use Julia is essential, it is even more important to communicate our results to the business, which we cover next, including how to work efficiently with project stakeholders. Our Julia journey then ascends to the finer points, including improving machine learning transparency, reconciling machine learning with statistics, and continuing to innovate with Julia. The final chapters cover future trends in the areas of Julia, machine learning, and artificial intelligence. We explain machine learning and Bayesian Statistics hybrid systems, and Julia's Gen language. We share many resources so you can continue to sharpen your Julia and machine learning skills. Each chapter concludes with a series of questions designed to reinforce that chapter's material, with answers provided in an appendix. Other appendices include an extensive glossary, bridge packages between Julia and other programming languages, and an overview of three data science-related heuristics implemented in Julia, which aren't in any of the existing packages.
Hands On Design Patterns And Best Practices With Julia
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Author : Tom Kwong
language : en
Publisher: Packt Publishing Ltd
Release Date : 2020-01-17
Hands On Design Patterns And Best Practices With Julia written by Tom Kwong and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-01-17 with Computers categories.
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.
Statistics With Julia
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Author : Yoni Nazarathy
language : en
Publisher: Springer Nature
Release Date : 2021-09-04
Statistics With Julia written by Yoni Nazarathy and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-04 with Computers categories.
This monograph uses the Julia language to guide the reader through an exploration of the fundamental concepts of probability and statistics, all with a view of mastering machine learning, data science, and artificial intelligence. The text does not require any prior statistical knowledge and only assumes a basic understanding of programming and mathematical notation. It is accessible to practitioners and researchers in data science, machine learning, bio-statistics, finance, or engineering who may wish to solidify their knowledge of probability and statistics. The book progresses through ten independent chapters starting with an introduction of Julia, and moving through basic probability, distributions, statistical inference, regression analysis, machine learning methods, and the use of Monte Carlo simulation for dynamic stochastic models. Ultimately this text introduces the Julia programming language as a computational tool, uniquely addressing end-users rather than developers. It makes heavy use of over 200 code examples to illustrate dozens of key statistical concepts. The Julia code, written in a simple format with parameters that can be easily modified, is also available for download from the book’s associated GitHub repository online. See what co-creators of the Julia language are saying about the book: Professor Alan Edelman, MIT: With “Statistics with Julia”, Yoni and Hayden have written an easy to read, well organized, modern introduction to statistics. The code may be looked at, and understood on the static pages of a book, or even better, when running live on a computer. Everything you need is here in one nicely written self-contained reference. Dr. Viral Shah, CEO of Julia Computing: Yoni and Hayden provide a modern way to learn statistics with the Julia programming language. This book has been perfected through iteration over several semesters in the classroom. It prepares the reader with two complementary skills - statistical reasoning with hands on experience and working with large datasets through training in Julia.
Sam And Julia Mouse Mansion 1
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Author : Karina Schaapman
language : en
Publisher: Allen & Unwin
Release Date : 2019-12-03
Sam And Julia Mouse Mansion 1 written by Karina Schaapman and has been published by Allen & Unwin this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-12-03 with Juvenile Fiction categories.
Sam and Julia live in a wonderful place called the Mouse Mansion. Sam is SUPER shy and VERY well behaved, while Julia is SUPER curious and VERY stubborn. The two mice couldn't be more different, but they are the best of friends. Whenever Julia gets bored, she goes looking for Sam, and they have all sorts of adventures together. They discover a secret cubbyhouse, greet the ragman and learn to make pancakes. There is a shop that sells everything and a box full of treasure. And - OH NO! - there might even be a rat! The Mouse Mansion is always full of surprises. Won't you come inside and explore? Author and artist Karina Schaapman spent years building and furnishing the Mouse Mansion in which this story takes place. The elaborate dollhouse is made of found objects such as bottle tops, matchsticks, pop sticks, cardboard boxes and papier-mache, and contains more than one hundred rooms to explore.
Being Julia A Personal Account Of Living With Pathological Demand Avoidance
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Author : Ruth Fidler
language : en
Publisher: Jessica Kingsley Publishers
Release Date : 2021-08-19
Being Julia A Personal Account Of Living With Pathological Demand Avoidance written by Ruth Fidler and has been published by Jessica Kingsley Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-19 with Family & Relationships categories.
Diagnosed with Pathological Demand Avoidance (PDA) at aged 12 and writing this memoir at age 37, Julia Daunt depicts the ins and out of PDA and its symptoms, while maintaining a positive outlook on what is possible to achieve. Co-written with professional specialist Ruth Fidler, it covers how PDA impacts Julia's life, including meltdowns, sensory issues and communication in relationships. Including examples of school reports and handwritten letters, a chapter written from Julia's partner's perspective and even an example of Julia's favourite recipe, this warm and personal look at living and thriving with PDA is informative and inspiring.
Algorithms For Optimization
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Author : Mykel J. Kochenderfer
language : en
Publisher: MIT Press
Release Date : 2019-03-12
Algorithms For Optimization written by Mykel J. Kochenderfer and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-03-12 with Computers categories.
A comprehensive introduction to optimization with a focus on practical algorithms for the design of engineering systems. This book offers a comprehensive introduction to optimization with a focus on practical algorithms. The book approaches optimization from an engineering perspective, where the objective is to design a system that optimizes a set of metrics subject to constraints. Readers will learn about computational approaches for a range of challenges, including searching high-dimensional spaces, handling problems where there are multiple competing objectives, and accommodating uncertainty in the metrics. Figures, examples, and exercises convey the intuition behind the mathematical approaches. The text provides concrete implementations in the Julia programming language. Topics covered include derivatives and their generalization to multiple dimensions; local descent and first- and second-order methods that inform local descent; stochastic methods, which introduce randomness into the optimization process; linear constrained optimization, when both the objective function and the constraints are linear; surrogate models, probabilistic surrogate models, and using probabilistic surrogate models to guide optimization; optimization under uncertainty; uncertainty propagation; expression optimization; and multidisciplinary design optimization. Appendixes offer an introduction to the Julia language, test functions for evaluating algorithm performance, and mathematical concepts used in the derivation and analysis of the optimization methods discussed in the text. The book can be used by advanced undergraduates and graduate students in mathematics, statistics, computer science, any engineering field, (including electrical engineering and aerospace engineering), and operations research, and as a reference for professionals.
The Men
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Author : Sandra Newman
language : en
Publisher: Granta Books
Release Date : 2022-06-02
The Men written by Sandra Newman and has been published by Granta Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-02 with Fiction categories.
*Selected for 2022 previews by the Observer, the Guardian, the Daily Mail, & the Irish Times* 'Intriguingly strange' The Bookseller, Editor's Choice In a moment, in every part of the world, every person with an Y chromosome vanishes: lovers, children, parents - even foetuses from the womb. Jane Pearson wakes on a mountainside the next morning to find her husband and son missing from their tent. Frantic and grieving, she sets out to find the one person she thinks can help - Evangelyne Moreau, the brilliant, charismatic leader of the Commensalist Party of America, whose heart she broke many years before. While Jane searches for those she has lost, a radically different society emerges, one that seems - at first - to be suddenly, blissfully safer than what came before. And then The Men appears online: uncanny video footage that shows the missing being herded through bizarre, otherworldly landscapes. Is it a hoax, or could The Men hold the key to bringing back those who were lost? And if so, what might be the cost? From the author of The Heavens, The Men is a gripping, beautiful, and disquieting novel of impossible sacrifices that asks: what might we be prepared to give up to create a better world?
Julia
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Author : Courtney Cogdell
language : en
Publisher: Xlibris Corporation
Release Date : 2018-08-27
Julia written by Courtney Cogdell and has been published by Xlibris Corporation this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-27 with Fiction categories.
Two Souls brought together by the same tragedy. Julia Dexter is a young woman with the perfect life and family, with everything she can ever ask for. As she gets older, things begin to change, not really in her life but in her own mind. She has nightmares that she can not explain and she starts to question what they mean. With her eighteenth birthday a few days away, life begins to change as she meets twenty-two year old, Ethan Morrow. Although, it may seem like the perfect relationship and even better life, disaster is just around the corner.