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Julia for Data Science PDF

228 Pages·2023·2.7 MB·English
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by Ilker Arslan| 2023| 228 pages| 2.7| English

About Julia for Data Science

These hands on projects will level up your Julia skills for Data Science Machine Learning and more In Julia for Data Science you ll take on challenging real world projects that teach you core skills likeIngestion analysis and manipulation of dataProducing stunning data visualizationsCreating supervised and unsupervised learning algorithmsDeveloping deep learning algorithmsDeploying machine learning algorithmsPackaging codeBuilding web appsJulia for Data Science tests and improves your Julia skills on the kind of tasks data scientists perform every day These challenging projects will work out your Julia skills for importing cleaning manipulating and visualizing data As you read you ll learn to take advantage of Julia s full potential as you develop high performance Deep Learning algorithms and tackle supervised and unsupervised learning about the technologyWhen you think language flexibility think Julia Designed to solve the two language problem Julia offers the best of both worlds the simple and flexible syntax you need for data exploration and the lightning fast execution speeds demanded for production deployment Plus its growing ecosystem of data science libraries and ability to convert code to run on GPUs make Julia a real contender for building complex Machine Learning applications that don t leave you waiting days to see results about the bookJulia for Data Science challenges you with real world projects like reading song lyrics from multiple text files and converting them into a data table preparing credit application data for model development and more You ll dive into developing powerful deep learning algorithms and learn how Julia streamlines machine learning deployment You ll even pick up some new general purpose programming skills that are incredibly useful as a data scientist including creating packages building web apps and writing domain specific languages Starting with the first three chapters you will be introduced to the core principles of Julia programming beginning with the fundamentals and gradually moving to more advanced topics As you gain confidence in Julia the book will explore supervised learning unsupervised learning and deep learning algorithms using Julia We ll not only utilize popular Julia packages for these purposes but also teach you how to develop these models from scratch whenever possible about the readerFor data scientists who know the absolute basics of Julia and want to upgrade their skills about the authorIlker Arslan Ph D is currently a Chief Information Officer at a finance firm He has more than 20 years of experience in data science and analytics has authored two books on data science and statistical computing and has published various papers on economics

Detailed Information

Author:Ilker Arslan
Publication Year:2023
Pages:228
Language:English
File Size:2.7
Format:PDF
Price:FREE
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