Feature Enginnering for Time Series Projects - II

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Section 1: Forecasting Example

1. Forecasting Example
2. Download Resources

Section 2: Forecasting Principles

1. Forecasting Principles
2. Types of Forecasting
3. List of Exogenous variables and Data Source
4. Cross validation Approaches for Time Series

Section 3: Advanced Feature Engineering

1. Advanced Feature Engineering
2. Feature Engineering with TSFresh
3. Understanding the TSFresh Feature
4. What other packages to use for Feature Engineering
5. Overview of Features from TSFeatures
6. Course Review

Section 4: Feature Selection approaches for Time Series

1. Feature Selection approaches for Time Series
2. Introduction to Feature Selection approaches
3. Features Selection Approach - Set 1
4. Features Selection Approach - Set 2
5. Time Series - Solved Case Studies Resources

Section 5: Intervention Analysis

1. Intervention Analysis
2. Detecting the intervention and fitting the best model
3. How to Handle COVID Interventions