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_5

5. Deep Learning–based Time Series 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

 

Deep learning methods offer much promise for time series forecasting, such as automatic learning of temporal dependence and automatic processing of temporal structures such as trends and seasonality.

Due to the increasing availability of data and computing power in recent years, Deep learning has become an essential part of the new generation of ...