Machine learning (ML), a subset of AI, plays a pivotal role in email marketing automation. ML algorithms can analyze vast amounts of data much faster than humans, identifying patterns and trends. This can help marketers optimize their email campaigns by predicting which type of content or what time of day is most likely to elicit a positive response from different segments of their audience.