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Julia Programming Projects

You're reading from   Julia Programming Projects Learn Julia 1.x by building apps for data analysis, visualization, machine learning, and the web

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Product type Paperback
Published in Dec 2018
Publisher Packt
ISBN-13 9781788292740
Length 500 pages
Edition 1st Edition
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Author (1):
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Adrian Salceanu Adrian Salceanu
Author Profile Icon Adrian Salceanu
Adrian Salceanu
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Table of Contents (13) Chapters Close

Preface 1. Getting Started with Julia Programming FREE CHAPTER 2. Creating Our First Julia App 3. Setting Up the Wiki Game 4. Building the Wiki Game Web Crawler 5. Adding a Web UI for the Wiki Game 6. Implementing Recommender Systems with Julia 7. Machine Learning for Recommender Systems 8. Leveraging Unsupervised Learning Techniques 9. Working with Dates, Times, and Time Series 10. Time Series Forecasting 11. Creating Julia Packages 12. Other Books You May Enjoy

Time series data in Julia


A time series is a collection of observations of well-defined data items obtained via repeated measurements over time. This collection of quantitative observations is ordered, allowing us to understand the underlying structure. Examples of such data include the daily closing price of a company's stock, quarterly sales figures for a retailer, continuous monitoring of a person's blood glucose levels, or hourly air temperatures.

Julia's package ecosystem provides a powerful functionality for working with time series through the TimeSeries package. The package provides an extensive API that covers the full range of tasks, from reading and writing CSV files with temporal data, to filtering and segmenting time series, to mathematical and logical operators, and plotting. Let's add it to our toolbox:

julia> using Pkg 
pkg> add TimeSeries 

Now, let's get some time series data. The easiest thing we can do is to reach for the MarketData package, it provides open source...

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