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- Julia Programming Projects. Learn Julia 1.x by building apps for data analysis, visualization, machine learning, and the web
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Julia Programming Projects. Learn Julia 1.x by building apps for data analysis, visualization, machine learning, and the web
Ebook
Julia is a new programming language that offers a unique combination of performance and productivity. Its powerful features, friendly syntax, and speed are attracting a growing number of adopters from Python, R, and Matlab, effectively raising the bar for modern general and scientific computing.
After six years in the making, Julia has reached version 1.0. Now is the perfect time to learn it, due to its large-scale adoption across a wide range of domains, including fintech, biotech, education, and AI.
Beginning with an introduction to the language, Julia Programming Projects goes on to illustrate how to analyze the Iris dataset using DataFrames. You will explore functions and the type system, methods, and multiple dispatch while building a web scraper and a web app. Next, you'll delve into machine learning, where you'll build a books recommender system. You will also see how to apply unsupervised machine learning to perform clustering on the San Francisco business database. After metaprogramming, the final chapters will discuss dates and time, time series analysis, visualization, and forecasting.
We'll close with package development, documenting, testing and benchmarking.
By the end of the book, you will have gained the practical knowledge to build real-world applications in Julia.
After six years in the making, Julia has reached version 1.0. Now is the perfect time to learn it, due to its large-scale adoption across a wide range of domains, including fintech, biotech, education, and AI.
Beginning with an introduction to the language, Julia Programming Projects goes on to illustrate how to analyze the Iris dataset using DataFrames. You will explore functions and the type system, methods, and multiple dispatch while building a web scraper and a web app. Next, you'll delve into machine learning, where you'll build a books recommender system. You will also see how to apply unsupervised machine learning to perform clustering on the San Francisco business database. After metaprogramming, the final chapters will discuss dates and time, time series analysis, visualization, and forecasting.
We'll close with package development, documenting, testing and benchmarking.
By the end of the book, you will have gained the practical knowledge to build real-world applications in Julia.
- 1. Getting started with Julia Programming
- 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 Sytems with Julia
- 7. Machine Learning For Recommender Systems
- 8. Leveraging Unsupervised Learning Techniques
- 9. Working with Dates, Time, and Time Series
- 10. Time Series Forecasting
- 11. Creating Julia Packages
- Title: Julia Programming Projects. Learn Julia 1.x by building apps for data analysis, visualization, machine learning, and the web
- Author: Adrian Salceanu
- Original title: Julia Programming Projects. Learn Julia 1.x by building apps for data analysis, visualization, machine learning, and the web
- ISBN: 9781788297257, 9781788297257
- Date of issue: 2018-12-26
- Format: Ebook
- Item ID: e_15eg
- Publisher: Packt Publishing