What role does machine learning play in modern spam filters?

Machine learning (ML) is crucial in modern spam filters. ML algorithms can analyze vast amounts of email data to identify patterns and characteristics of spam that traditional rule-based filters might miss. They can adapt to new spam techniques and improve accuracy over time without requiring manual updates to rules. ML models can also personalize filtering based on user behavior.