Introduction to Quantitative Macroeconomics Using Julia PDF Download

Author: Ben Lauwens
Publisher: "O'Reilly Media, Inc."
ISBN: 1492044989
Category : Computers
Languages : en
Pages : 298

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Book Description
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

Author: Yoni Nazarathy
Publisher: Springer Nature
ISBN: 3030709019
Category : Computers
Languages : en
Pages : 527

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Book Description
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.

Author: Ruth Fidler
Publisher: Jessica Kingsley Publishers
ISBN: 1784501883
Category : Family & Relationships
Languages : en
Pages : 194

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Book Description
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.

Author: Karina Schaapman
Publisher: Allen & Unwin
ISBN: 1760872997
Category : Juvenile Fiction
Languages : en
Pages : 64

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Book Description
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.

Author: Changhyun Kwon
Publisher: Changhyun Kwon
ISBN: 1798205475
Category : Technology & Engineering
Languages : en
Pages : 262

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Book Description
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

Author: Zacharias Voulgaris
Publisher:
ISBN: 9781634628136
Category : Computers
Languages : en
Pages : 298

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Book Description
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.

Author: Anna Schaffner
Publisher: Allen & Unwin
ISBN: 1925575578
Category : Fiction
Languages : en
Pages : 304

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Book Description
In June 2014, Julia White - a beautiful and intelligent young woman - blows up a coffee shop in central London, killing twenty-four people before turning herself in to the police. Apart from publishing a potentially ironic manifesto, she refuses to explain the reasons for her actions. Clare Hardenberg, an investigative journalist, has been commissioned to write a biography of Julia but at the start of the novel she is on her way to prison herself. What has brought her to this point?

Author: Sandeep Nagar
Publisher:
ISBN: 9781521233412
Category : Julia (Computer program language)
Languages : en
Pages : 282

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Book Description
"Julia walks like Python and runs like C". This phrase explains why Julia is fast growing as the most favoured option for data analytics and numerical computation. Julia is the fastest modern open-source language for data science, machine learning and scientific computing. Julia provides the functionality, ease-of-use and intuitive syntax of R, Python, MATLAB, SAS or Stata combined with the speed, capacity and performance of C, C++ or Java.Present books is both for beginners and experienced users. While experienced users can use this as a reference, new users can learn the fine details of julia program's composition. CHAPETRS: 1. Introduction, 2. Object Oriented programming, 3. Basic maths with Julia, 4. Complex Numbers, 5. Rational and Irrational numbers, 6. Mathematical Functions, 7.Arrays, 8. Arrays for matrix operations, 9. String,s 10. Functions, 11. Control Flow, 12. Input Output, 13.

Author: Petre Caraiani
Publisher: Academic Press
ISBN: 0128135123
Category : Business & Economics
Languages : en
Pages : 238

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Book Description
Introduction to Quantitative Macroeconomics Using Julia: From Basic to State-of-the-Art Computational Techniques facilitates access to fundamental techniques in computational and quantitative macroeconomics. It focuses on the recent and very promising software, Julia, which offers a MATLAB-like language at speeds comparable to C/Fortran, also discussing modeling challenges that make quantitative macroeconomics dynamic, a key feature that few books on the topic include for macroeconomists who need the basic tools to build, solve and simulate macroeconomic models. This book neatly fills the gap between intermediate macroeconomic books and modern DSGE models used in research. Combines an introduction to Julia, with the specific needs of macroeconomic students who are interested in DSGE models and PhD students and researchers interested in building DSGE models Teaches fundamental techniques in quantitative macroeconomics by introducing theoretical elements of key macroeconomic models and their potential algorithmic implementations Exposes researchers working in macroeconomics to state-of-the-art computational techniques for simulating and solving DSGE models

Author: Rodger L. Tarr
Publisher: University Press of Florida
ISBN: 0813070066
Category : Literary Collections
Languages : en
Pages : 546

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Book Description
Florida Historical Society Rembert Patrick Award The rich friendship of two remarkable women talking to each other in letters Exploring the rich, enduring companionship shared by Marjorie Kinnan Rawlings and Julia Scribner Bigham through never-before-published letters, Marge and Julia provides a revelatory depiction of these two literary women’s experiences in mid-twentieth-century America. Pulitzer Prize–winning author Rawlings was first introduced to Julia Scribner (later Bigham), daughter of publishing magnate Charles Scribner III, shortly after the legendary Scribner House published The Yearling to runaway success. Though Julia’s New York City life was far removed from the rural world of Cross Creek, the two women remained close until Rawlings’s death in 1953, after which Scribner Bigham served as Rawlings’s literary executor. In this documentary edition of 211 of their letters, Rawlings’s and Bigham’s perspectives on the world are woven through over a decade of intimate discussion and advice about relationships, motherhood, mental health, politics, art, and literature. Supplementing the letters with an introduction, explanatory footnotes, and a reminiscence by Scribner Bigham’s eldest daughter, Hildreth Julia Bigham McCarthy, MD, this edition provides historical context and prompts readers to inspect the facets of both women’s complex relationship with issues such as racial discrimination, class, and gender inequality. These letters offer an unprecedented performance of two women’s intimate friendship, one that transcended the limitations of patriarchy as they wrote their lives in letters.