What Is Time Series Analysis in Machine Learning? May 24, 2018 by Tanya Wehr Leave a comment Artificial Intelligence / Machine Learning / Time Series Analysis When thinking about machine learning, how often do you consider time? Time series analysis is an important area of machine learning because many predictive problems that ML is used to solve involve a critical time component.