What is Holt Winters Method? - Time Series Forecasting

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Known for its effectiveness in dealing with seasonality, the Holt-Winters method is a cornerstone of exponential smoothing techniques. This tutorial covers everything from the basics of 'What is Holt-Winters Method?' to its practical applications in Python for forecasting.

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Hi, I'm Egor! I am a Data Scientist with a master's in Physics currently living in London. I share data science tutorials, advice and general tech topics!

TIMESTAMPS
0:00 Intro
0:30 What is the Holt Winters' model
1:40 Holt Winters' theory
6:20 Holt Winters' in Python
9:45 Summary
10:14 Outro

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This content is for educational and entertainment purposes only and should not be considered as professional advice. Views and opinions are my own and do not represent or reflect the opinions of my current or past employer or any organisations I am associated with. This description also contains affiliate links from which I may receive a small commission from.
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Once you feel confident about Holt's Winter values and its overlap with test --- how can you use it further to make a future forecast ?

PS-enyz
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hey can you please include what is mathmatical calculation for y cap of known data

rajeshboyina
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Hey Egor, is there any advantage in using ETS model over an Holt Winters Model?

From what I understood the ETS is just a simpler version of the Holt Winters, is that correct?

Thanks for the content!

PedroNunes-rv