# Neural Machine Translation

> Source: https://sukruyusufkaya.com/en/glossary/neural-machine-translation
> Updated: 2026-05-13T21:06:03.435Z
> Type: glossary
> Category: dogal-dil-isleme
**TLDR:** A modern translation approach focused on generating target-language sequences while preserving meaning and fluency.

<p>Neural machine translation relies on end-to-end learned representation and generation architectures rather than classical statistical translation pipelines. It learns not only word mappings but also contextual meaning and syntactic structure across language pairs. Modern Transformer-based translation systems have produced major advances in this area. However, low-resource languages, domain-specific terminology, and cultural nuance remain challenging.</p>