Intermediate · NLP

Machine Translation

Visual diagram · (in preparation) · Math · (in preparation) · Worked example · 3 difficulty levels.

TL;DR. The automatic translation of text or speech from one natural language to another using AI.

Technical Definition

The automatic translation of text or speech from one natural language to another using AI.

How it works

Machine translation (MT) has evolved significantly with deep learning, especially sequential models like transformers. Neural Machine Translation (NMT) models can capture complex linguistic nuances and produce more fluid and accurate translations than older rule-based or statistical methods. It's a key application of natural language processing.

Related Concepts

• Transformer — An architecture that uses self-attention to process sequences in parallel, powering modern language models like GPT and BERT.
• Natural language processing (NLP) — A field of AI enabling computers to understand, interpret, and generate human language.