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Julia 1.0 Programming Complete Reference Guide - Discover Julia, a high-performance language for technical computing (Paperback)
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Julia 1.0 Programming Complete Reference Guide - Discover Julia, a high-performance language for technical computing (Paperback)
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Learn dynamic programming with Julia to build apps for data
analysis, visualization, machine learning, and the web Key Features
Leverage Julia's high speed and efficiency to build fast, efficient
applications Perform supervised and unsupervised machine learning
and time series analysis Tackle problems concurrently and in a
distributed environment Book DescriptionJulia offers the high
productivity and ease of use of Python and R with the
lightning-fast speed of C++. There's never been a better time to
learn this language, thanks to its large-scale adoption across a
wide range of domains, including fintech, biotech and artificial
intelligence (AI). You will begin by learning how to set up a
running Julia platform, before exploring its various built-in
types. This Learning Path walks you through two important
collection types: arrays and matrices. You'll be taken through how
type conversions and promotions work, and in further chapters
you'll study how Julia interacts with operating systems and other
languages. You'll also learn about the use of macros, what makes
Julia suitable for numerical and scientific computing, and how to
run external programs. Once you have grasped the basics, this
Learning Path goes on to how to analyze the Iris dataset using
DataFrames. While building a web scraper and a web app, you'll
explore the use of functions, methods, and multiple dispatches. In
the final chapters, you'll delve into machine learning, where
you'll build a book recommender system. By the end of this Learning
Path, you'll be well versed with Julia and have the skills you need
to leverage its high speed and efficiency for your applications.
This Learning Path includes content from the following Packt
products: Julia 1.0 Programming - Second Edition by Ivo Balbaert
Julia Programming Projects by Adrian Salceanu What you will learn
Create your own types to extend the built-in type system Visualize
your data in Julia with plotting packages Explore the use of
built-in macros for testing and debugging Integrate Julia with
other languages such as C, Python, and MATLAB Analyze and
manipulate datasets using Julia and DataFrames Develop and run a
web app using Julia and the HTTP package Build a recommendation
system using supervised machine learning Who this book is forIf you
are a statistician or data scientist who wants a quick course in
the Julia programming language while building big data
applications, this Learning Path is for you. Basic knowledge of
mathematics and programming is a must.
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