An In-Depth Guide to Time Series Cross-Validation and Sliding Forecasts

Time series data poses unique challenges for model validation and parameter tuning due to its temporal dependencies. Unlike traditional cross-sectional data, you cannot randomly shuffle time series data because it would destroy the inherent time orde...