2. Introduction Of GoogleTranslte
Google Translate is a multilingual neural machine translation
service developed by Google to translate text, documents and
websites from one language into another.
There are more than 500 million of you using Google Translate. The
most common translations are between English and Spanish, Arabic,
Russian, Portuguese and Indonesian. 3. Together we translate more
than 100 billion words a day.
3. HOW GOOGLETRANSLATE
WORKS?
general process of language conversion in Google Translate.
Text-to-Text translation: Input text is analyzed, translated, and generated in the desired
language.
Speech-to-Text translation: Spoken words are captured, converted to text, and then
translated.
Text-to-Speech translation: Translated text is transformed into speech in the desired
language.
4. Neural Machine Translation (NMT)
Advances in machine learning (ML) have driven improvements to automated
translation, including the GNMT neural translation model introduced in Translate in
2016, that have enabled great improvements to the quality of translation for over 100
languages. Nevertheless, state-of-the-art systems lag significantly behind human
performance in all but the most specific translation tasks.
NMT employs neural networks to improve translation quality.
Deep learning techniques enable better context understanding and more accurate
translations.
5. Phrase-Based Translation
• the basic idea of phrase-based translation (PBT) is to segment the
given source sentence into phrases, then to translate each phrase and
finally compose the target sentence from these phrase translations
• Sentences are divided into smaller segments called phrases.
• Phrases are translated individually and then combined to form the final
translation.
6. Google Translate Features
• Instant camera translation: Translates text captured by a smartphone camera.
• Transliteration: Converts text from one script to another while retaining
pronunciation.
• Offline translation: Allows translation without an internet connection in
select languages.
