Non-linear alignment refers to the process of synchronizing or matching elements that do not follow a straightforward, linear progression, often involving complex or multidimensional relationships. This concept is crucial in fields such as machine learning, bioinformatics, and time-series analysis, where data patterns are not easily predicted or aligned in a simple sequence.