Julia for Data Science

Explore the world of data science from scratch with Julia by your side

Julia for Data Science

Anshul Joshi

3 customer reviews
Explore the world of data science from scratch with Julia by your side
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Book Details

ISBN 139781785289699
Paperback346 pages

Book Description

Julia is a fast and high performing language that's perfectly suited to data science with a mature package ecosystem and is now feature complete. It is a good tool for a data science practitioner. There was a famous post at Harvard Business Review that Data Scientist is the sexiest job of the 21st century. (https://hbr.org/2012/10/data-scientist-the-sexiest-job-of-the-21st-century).

This book will help you get familiarised with Julia's rich ecosystem, which is continuously evolving, allowing you to stay on top of your game.

This book contains the essentials of data science and gives a high-level overview of advanced statistics and techniques. You will dive in and will work on generating insights by performing inferential statistics, and will reveal hidden patterns and trends using data mining. This has the practical coverage of statistics and machine learning. You will develop knowledge to build statistical models and machine learning systems in Julia with attractive visualizations.

You will then delve into the world of Deep learning in Julia and will understand the framework, Mocha.jl with which you can create artificial neural networks and implement deep learning.

This book addresses the challenges of real-world data science problems, including data cleaning, data preparation, inferential statistics, statistical modeling, building high-performance machine learning systems and creating effective visualizations using Julia.

Table of Contents

What You Will Learn

  • Apply statistical models in Julia for data-driven decisions
  • Understanding the process of data munging and data preparation using Julia
  • Explore techniques to visualize data using Julia and D3 based packages
  • Using Julia to create self-learning systems using cutting edge machine learning algorithms
  • Create supervised and unsupervised machine learning systems using Julia. Also, explore ensemble models
  • Build a recommendation engine in Julia
  • Dive into Julia’s deep learning framework and build a system using Mocha.jl

Authors

Table of Contents

Book Details

ISBN 139781785289699
Paperback346 pages
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