Time Series Algorithms Recipes: Implement Machine Learning and Deep Learning Techniques with Python

© Akshay R Kulkarni, Adarsha Shivananda, Anoosh Kulkarni, V Adithya Krishnan 2023

A. R. Kulkarni et al.Time Series Algorithms Recipeshttps://doi.org/10.1007/978-1-4842-8978-5_4

4. Machine Learning Regression–based Forecasting

Akshay R Kulkarni¹  , Adarsha Shivananda², Anoosh Kulkarni³ and V Adithya Krishnan⁴

(1)

Bangalore, Karnataka, India

(2)

Hosanagara, Karnataka, India

(3)

Bangalore, India

(4)

Navi Mumbai, India

 

The previous chapters explained how to forecast future values using time series algorithms. Again, in time series modeling, there are two types of time series: univariate and multivariate. For more information, please refer to Chapters 2 and 3.

This chapter aims to build classical machine learning (ML) regression algorithms for time series forecasting. ...