Describe advanced feature engineering techniques for time series data. How do you handle seasonality, trends, and create meaningful lag features without leakage?

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Time series feature engineering requires special care because the temporal structure carries information and creates unique challenges around data leakage. The goal is to transform sequential data into features that machine learning models can use while respecting the time…