Translation Hub is designed for organizations that translate a large volume of documents into many different languages. It is a fully-managed, self-service document translation service that uses both Cloud Translation API and AutoML Translation.

It utilizes machine learning to analyze your provided translated text pairs and develop a model that can translate new content in the same domain with a higher degree of accuracy than the standard Google pre-trained model.


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For a simple translated transcript of a video or audio, Speech-to-text API transcribes your video or audio with high accuracy into a text file that can be translated by the Translation API into different languages.

Authorized business users sign in and request translations through a Translation Hub portal. These portal users might be localization managers or content creators who want to rapidly translate documents.

The translate CSS property allows you to specify translation transforms individually and independently of the transform property. This maps better to typical user interface usage, and saves having to remember the exact order of transform functions to specify in the transform value.

This example shows how to use the translate property to move an element in three axes. The first box is moved along the X axis and the second box is moved along the X and Y axes. The third box is moved along the X, Y and Z axes and has the appearance of moving toward the viewer because of the addition of perspective to the parent element.

\n This example shows how to use the translate property to move an element in three axes.\n The first box is moved along the X axis and the second box is moved along the X and Y axes.\n The third box is moved along the X, Y and Z axes and has the appearance of moving toward the viewer because of the addition of perspective to the parent element.\n

This value is a or representing the abscissa (horizontal, x-component) of the translating vector [tx, 0]. The ordinate (vertical, y-component) of the translating vector will be set to 0. For example, translate(2px) is equivalent to translate(2px, 0). A percentage value refers to the width of the reference box defined by the transform-box property.

\n This value is a or representing the abscissa\n (horizontal, x-component) of the translating vector [tx, 0]. The ordinate (vertical, y-component) of the translating\n vector will be set to 0. For example, translate(2px) is equivalent to\n translate(2px, 0). A percentage value refers to the width of the reference box defined by the\n transform-box property.\n

Specifies an amount to displace objects within the display window. The x parameter specifies left/right translation, the y parameter specifies up/down translation, and the z parameter specifies translations toward/away from the screen. Using this function with the z parameter requires using P3D as a parameter in combination with size as shown in the above example. Transformations are cumulative and apply to everything that happens after and subsequent calls to the function accumulates the effect. For example, calling translate(50, 0) and then translate(20, 0) is the same as translate(70, 0). If translate() is called within draw(), the transformation is reset when the loop begins again. This function can be further controlled by using pushMatrix() and popMatrix().

You can also use variant modifiers to target media queries like responsive breakpoints, dark mode, prefers-reduced-motion, and more. For example, use md:translate-y-12 to apply the translate-y-12 utility at only medium screen sizes and above.

This static method returns a translation table usable forbytes.translate() that will map each character in from into thecharacter at the same position in to; from and to must both bebytes-like objects and have the same length.

This feature uses machine learning to translate your text. Translation output and quality depend on third-party engines. Third-party translation APIs also do language detection for the source language.

Google Translate is a multilingual neural machine translation service developed by Google to translate text, documents and websites from one language into another. It offers a website interface, a mobile app for Android and iOS, as well as an API that helps developers build browser extensions and software applications.[3] As of 2024, Google Translate supports 176 languages at various levels;[4] it claimed over 500 million total users as of April 2016[update],[5] with more than 100 billion words translated daily, after the company stated in May 2013 that it served over 200 million people daily.[6]

Originally, Google Translate was released as a statistical machine translation service.[11] The input text had to be translated into English first before being translated into the selected language.[11] Since SMT uses predictive algorithms to translate text, it had poor grammatical accuracy. Despite this, Google initially did not hire experts to resolve this limitation due to the ever-evolving nature of language.[11]

In January 2010, Google introduced an Android app and iOS version in February 2011 to serve as a portable personal interpreter.[11] As of February 2010, it was integrated into browsers such as Chrome and was able to pronounce the translated text, automatically recognize words in a picture and spot unfamiliar text and languages.[11]

In May 2014, Google acquired Word Lens to improve the quality of visual and voice translation.[12] It is able to scan text or a picture using the device and have it translated instantly. Moreover, the system automatically identifies foreign languages and translates speech without requiring individuals to tap the microphone button whenever speech translation is needed.[12]

In November 2016, Google transitioned its translating method to a system called neural machine translation.[13] It uses deep learning techniques to translate whole sentences at a time, which has been measured to be more accurate between English and French, German, Spanish, and Chinese.[14] No measurement results have been provided by Google researchers for GNMT from English to other languages, other languages to English, or between language pairs that do not include English. As of 2018, it translates more than 100 billion words a day.[13]

Google Translate produces approximations across languages of multiple forms of text and media, including text, speech, websites, or text on display in still or live video images! [18][19] For some languages, Google Translate can synthesize speech from text,[20] and in certain pairs it is possible to highlight specific corresponding words and phrases between the source and target text. Results are sometimes shown with dictional information below the translation box, but it is not a dictionary[28] and has been shown to invent translations in all languages for words it does not recognize.[29] If "Detect language" is selected, text in an unknown language can be automatically identified. In the web interface, users can suggest alternate translations, such as for technical terms, or correct mistakes. These suggestions may be included in future updates to the translation process. If a user enters a URL in the source text, Google Translate will produce a hyperlink to a machine translation of the website.[21] Users can save translation proposals in a "phrasebook" for later use, and a shareable URL is generated for each translation.[30][31] For some languages, text can be entered via an on-screen keyboard, through handwriting recognition, or speech recognition.[25][22] It is possible to enter searches in a source language that are first translated to a destination language allowing one to browse and interpret results from the selected destination language in the source language.

Texts written in the Arabic, Cyrillic, Devanagari and Greek scripts can be transliterated automatically from phonetic equivalents written in the Latin alphabet. The browser version of Google Translate provides the option to show phonetic equivalents of text translated from Japanese to English. The same option is not available on the paid API version.

The following languages do not have a direct Google translation to or from English. These languages are translated through the indicated intermediate language (which in most cases is closely related to the desired language but more widely spoken) in addition to through English:[citation needed]

According to Och, a solid base for developing a usable statistical machine translation system for a new pair of languages from scratch would consist of a bilingual text corpus (or parallel collection) of more than 150-200 million words, and two monolingual corpora each of more than a billion words.[75] Statistical models from these data are then used to translate between those languages.

When Google Translate generates a translation proposal, it looks for patterns in hundreds of millions of documents to help decide on the best translation. By detecting patterns in documents that have already been translated by human translators, Google Translate makes informed guesses (AI) as to what an appropriate translation should be.[86]

Google has crowdsourcing features for volunteers to be a part of its "Translate Community", intended to help improve Google Translate's accuracy.[89][90][91][92][93] Volunteers can select up to five languages to help improve translation; users can verify translated phrases and translate phrases in their languages to and from English, helping to improve the accuracy of translating more rare and complex phrases.[94] In August 2016, a Google Crowdsource app was released for Android users, in which translation tasks are offered.[95][96] There are three ways to contribute. First, Google will show a phrase that one should type in the translated version.[91] Second, Google will show a proposed translation for a user to agree, disagree, or skip.[91] Third, users can suggest translations for phrases where they think they can improve on Google's results. Tests in 44 languages show that the "suggest an edit" feature led to an improvement in a maximum of 40% of cases over four years.[97] ff782bc1db

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