What is machine learning vs rule-based software?

ML vs rules

Rule-based software encodes explicit if/else logic. Machine learning learns patterns from data—useful when rules are too complex or noisy (spam, recommendations).

• Rules: deterministic, auditable
• ML: adapts with data, needs monitoring