Cyclical feature engineering is essential for handling features with recurring patterns, like the hour-of-the-day, day-of-the-week, and month-of-the-year, which are often overlooked. Using trigonometric functions such as sine and cosine helps capture the periodic nature of these features, retaining critical information. This approach ensures features like hours or days are correctly interpreted by models, improving their accuracy.
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