Machine learning plays a foundational role in the field of automated language translation, commonly known as machine translation (MT). It enables computers to interpret, generate, and translate human language in a way that closely approximates human translation. The central approach underpinning modern language translation systems—such as those used by Google Translate—relies on statistical methods, neural