Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Julia for Data Science

You're reading from   Julia for Data Science high-performance computing simplified

Arrow left icon
Product type Paperback
Published in Sep 2016
Publisher Packt
ISBN-13 9781785289699
Length 346 pages
Edition 1st Edition
Languages
Arrow right icon
Author (1):
Arrow left icon
Anshul Joshi Anshul Joshi
Author Profile Icon Anshul Joshi
Anshul Joshi
Arrow right icon
View More author details
Toc

Table of Contents (12) Chapters Close

Preface 1. The Groundwork – Julia's Environment 2. Data Munging FREE CHAPTER 3. Data Exploration 4. Deep Dive into Inferential Statistics 5. Making Sense of Data Using Visualization 6. Supervised Machine Learning 7. Unsupervised Machine Learning 8. Creating Ensemble Models 9. Time Series 10. Collaborative Filtering and Recommendation System 11. Introduction to Deep Learning

Summary

In this chapter, we learned about what is forecasting and why it is needed in a business. Forecasting helps to identify the demand and take necessary steps, as well as in other domains it helps to predict weather, and so on. The decision-making process is highly affected by the results of forecasting. Time Series is the arrangement of insights, typically gathered at standard intervals. It has been used in various domains such as medical, weather, finance markets, and so on.

We also learned about the different types of models and how to analyze trends in Time Series. We also took into consideration seasonality effects on the Time series analysis. We discussed ARIMA in detail and also explored the Time Series library of Julia.

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at €18.99/month. Cancel anytime