The article introduces Count-Min Sketches, a compact data structure that allows for efficient frequency estimation over large datasets without consuming significant memory. It explains how to implement this technique in JavaScript using a text file containing the works of author PG Wodehouse, demonstrating its applications in various contexts such as password safety and database optimization.