Data Science
Time-Series Analysis: Hands-On with SciKit-Learn Feature-Engineering
Python and Google Colab Project
Published in
15 min readNov 20, 2021
Contents
0. Introduction
1. Exploratory Data Analysis
2. Dataset Split and Variable Definition
3. Gradient Boosting
4. Naive Linear Regression
5. Time-Steps as Categories
6. Trigonometric Features
7. Periodic Spline Features
8. Qualitative Analysis of the impact of features on linear model predictions
9. Modelling Pairwise Interactions with splines and polynomial features
10. Modelling…
