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You're reading from  Applying Math with Python - Second Edition

Product typeBook
Published inDec 2022
PublisherPackt
ISBN-139781804618370
Edition2nd Edition
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Sam Morley
Sam Morley
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Sam Morley

Sam Morley is an experienced lecturer in mathematics and a researcher in pure mathematics. He is currently a research software engineer at the University of Oxford working on the DataSig project. He was previously a lecturer in mathematics at the University of East Anglia and Nottingham Trent University. His research interests lie in functional analysis, especially Banach algebras. Sam has a firm commitment to providing high-quality, inclusive, and enjoyable teaching, with the aim of inspiring his students and spreading his enthusiasm for mathematics.
Read more about Sam Morley

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Using Prophet to model time series data

The tools we have seen so far for modeling time series data are very general and flexible methods, but they require some knowledge of time series analysis in order to be set up. The analysis needed to construct a good model that can be used to make reasonable predictions for the future can be intensive and time-consuming, and may not be viable for your application. The Prophet library is designed to automatically model time series data quickly, without the need for input from the user, and make predictions for the future.

In this recipe, we will learn how to use Prophet to produce forecasts from a sample time series.

Getting ready

For this recipe, we will need the Pandas package imported as pd, the Matplotlib pyplot package imported as plt, and the Prophet object from the Prophet library, which can be imported using the following command:

from prophet import Prophet

Prior to version 1.0, the prophet library was called fbprophet...

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Applying Math with Python - Second Edition
Published in: Dec 2022Publisher: PacktISBN-13: 9781804618370

Author (1)

author image
Sam Morley

Sam Morley is an experienced lecturer in mathematics and a researcher in pure mathematics. He is currently a research software engineer at the University of Oxford working on the DataSig project. He was previously a lecturer in mathematics at the University of East Anglia and Nottingham Trent University. His research interests lie in functional analysis, especially Banach algebras. Sam has a firm commitment to providing high-quality, inclusive, and enjoyable teaching, with the aim of inspiring his students and spreading his enthusiasm for mathematics.
Read more about Sam Morley