Adding multi-language support for Windows 10 support Azure AI applications quickly

There is a growing demand for applications which support speech, language identification, translation or transliteration from  How To Get Help in Windows 10 Keyboard one language to another. Common questions that customers How to Get Help in Windows 10  encounter as they consider possible solutions are: 

  • How do we identify which language is being spoken/typed by the user? 
  • How do we translate one Get Help in Windows 10 language to another for the user? 
  • Is there a way to transliterate text from one language to another?  
  • Can we determine the intent of a user utterance? 
  • How do we incorporate natural language understanding Get Help in Windows 10 into our chatbot application for multiple languages?   

Complex problems such as these can now be solved using advanced APIs that are readily available without having to reinvent the wheel – How to Get Help in Windows 10  no machine learning expertise required! 

This blog starts off with a brief introduction to  How To Get Help in Windows 10 Keyboard  machine translation and then explores various topics like Get Help in Windows 10 identifying the language and how to perform translation/transliteration of spoken or typed text using Microsoft’s Translator Text API. In addition, we also discuss how translated or transliterated text can be integrated with LIUS.  

 

Machine Translation

Machine Translation (MT) encompasses the various tasks involved in converting source text from one language to another. Over the years, the domain of MT has evolved from Rule-based-MT (RMT) to Statistical-MT How To Get Help in Windows 10 Keyboard  (SMT) to Neural-MT (NMT). Briefly, using a large artificial neural network, we predict the likelihood of a sequence of words, How to Get Help in Windows 10  typically modeling entire sentences in an integrated model. A basic NMT model consists of two stages where the first step is Get Help in Windows 10 encoding of the words in the source text based on the context and then the second stage is the decoding of the encoded text from the first step into the output target text. 

 

Microsoft Translator text API 

It can be used in any web or client applications on any hardware platform and with any operating system to perform language translation and other language-related operations such as language detection,  How To Get Help in Windows 10 Keyboard text to speech conversion, or  How to Get Help in Windows 10 dictionary functionality(?). Like other Microsoft cloud services, this API is an Azure Get Help in Windows 10 service hosted in Microsoft data centers and benefits from the security, scalability, reliability, and nonstop availability.  

Based on the neural network training, each word is coded along a 500-dimensionsal vector (a) representing unique sentence characteristics How to Get Help in Windows 10  within a How To Get Help in Windows 10 Keyboard  Get Help in Windows 10 language pair (e.g. English and French). Based on the language pairs used for training, the neural network will self-define what these dimensions  Get Help in Windows 10 should be. They could encode simple concepts like gender (feminine, masculine, neutral), politeness level (slang, casual, written, formal, etc.), type of word (verb, noun, etc.), but also any other implicit characteristics, manifested as statistical regularities in the training data. 

The steps that occur when using a trained model to translate new sentences are the following: 

  • Each token, i.e. its 500-dimensional How to Get Help in Windows 10  vector representation, goes through a first layer of "neurons" that will encode it in a 1000-dimensional vector (b) representing the word within the context of the other words in the sentence. 

  • Once all words have been encoded one time into these 1000-dimension vectors, the process is repeated several times, each layer How To Get Help in Windows 10 Keyboard  allowing better fine-tuning Get Help in Windows 10 of this 1000-dimension representation of the word within the context of the full sentence.  
  • The final output matrix is then How to Get Help in Windows 10  used by the attention algorithm that will use both this final output matrix. 

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