The U.S. Internet giant announced that Google Translate has been switched to a new system called Neural Machine Translation (NMT), an end-to-end learning framework that learns from millions of examples. The multilingual system is based on machine learning that provides computers with the ability to learn without being explicitly programmed. Unlike the current translation system that was adopted 10 years ago, the new system considers the entire sentence as one unit. Previous systems translated words and phrases independently within a sentence. Google said the NMT interprets entire sentences, making the translation not only sound much more like a native speaker of the language but more accurate.

In past blog posts, we discussed different models, objective functions, and hyperparameter choices that allow us to learn accurate word embeddings. However, these models are generally restricted to capture representations of words in the language they were trained on. The availability of resources, training data, and benchmarks in English leads to a disproportionate focus on the English language and a negligence of the plethora of other languages that are spoken around the world. In our globalised society, where national borders increasingly blur, where the Internet gives everyone equal access to information, it is thus imperative that we do not only seek to eliminate bias pertaining to gender or race inherent in our representations, but also aim to address our bias towards language. To remedy this and level the linguistic playing field, we would like to leverage our existing knowledge in English to equip our models with the capability to process other languages. Perfect machine translation (MT) would allow this. However, we do not need to actually translate examples, as long as we are able to project examples into a common subspace such as the one in Figure 1. Ultimately, our goal is to learn a shared embedding space between words in all languages. Equipped with such a vector space, we are able to train our models on data in any language. By projecting examples available in one language into this space, our model simultaneously obtains the capability to perform predictions in all other languages (we are glossing over some considerations here; for these, refer to this section). This is the promise of cross-lingual embeddings. Over the course of this blog post, I will give an overview of models and algorithms that have been used to come closer to this elusive goal of capturing the relations between words in multiple languages in a common embedding space. Note: While neural MT approaches implicitly learn a shared cross-lingual embedding space by optimizing for the MT objective, we will focus on models that explicitly learn cross-lingual word representations throughout this blog post. These methods generally do so at a much lower cost than MT and can be considered to be to MT what word embedding models (word2vec, GloVe, etc.) are to language modelling.

Artificial intelligence (AI) will emerge as a key marketing point in the smartphone industry next year, with the world's leading handset manufacturers scrambling to add more AI functions to their upcoming flagship devices. The move comes as big data technology, allowing devices to make human-like predictions, has been identified as a core feature for a paradigm shift in the global handset market which has stagnated in recent years. The weak growth has been attributed to toughened rivalry among existing players and a slowdown in terms of technological innovations from industry-leading handset makers ― such as Samsung Electronics and Apple ― according to observers. According to market researcher Gartner, the smartphone market has reached 90 per cent penetration in key global markets this year - including the United States, Europe and Japan ― where lifecycles for premium handsets are extended to 2.5 years on average. The trend will prolong over the next five years, added the firm.

Google Translate is getting brainier. The online translation tool recently started using a neural network to translate between some of its most popular languages – and the system is now so clever it can do this for language pairs on which it has not been explicitly trained. To do this, it seems to have created its own artificial language. Traditional machine-translation systems break sentences into words and phrases, and translate each individually. In September, Google Translate unveiled a new system that uses a neural network to work on entire sentences at once, giving it more context to figure out the best translation.

Google says its artificial intelligence has taught itself to'translate between languages that it doesn't even know' 'Zero-shot translation' can translate between languages it doesn't know Deep-learning researchers developed Google Neural Machine Translation GNMT developed algorithm that'self-teaches' it to translate languages'Zero-shot translation' can translate between languages it doesn't know GNMT developed algorithm that'self-teaches' it to translate languages Google headquarters in Menlo Park, California is seen in the above stock photo. He really is a boy's best friend! Three-year-old Reagan has... Russia is developing a mega-rocket that will transport... Frail Hugh Hefner flashes a smile while wearing his... EXCLUSIVE: Andy Cohen, 48, gets affectionate with his... Ohio state knifeman ranted about how he was'sick and tired... Trump gives Romney a SECOND secretary of state interview... 'You'll be a Man, my son!' The Duke of Westminster's son and... Case of'German Madeleine McCann' is solved after 15 years... Trump nemesis Rosie O'Donnell is slammed after speculating... Stunning new data indicates El Nino drove record highs in... He really is a boy's best friend! Russia is developing a mega-rocket that will transport... Frail Hugh Hefner flashes a smile while wearing his... EXCLUSIVE: Andy Cohen, 48, gets affectionate with his...

Machine Learning is one of the most exciting fields in the world. Every week we discover something new, something amazing, something revolutionary. It's incredible, but it can also be overwhelming. That's why we created This Week in Machine Learning! Each week we publish a curated list of Machine Learning stories as a resource to help you keep pace with all these exciting developments.

As someone who lives between two countries, I've relied heavily on machine translation for a number of years. It took me years before I could communicate casually with my in-laws (they're fluent in German and Polish, but not English), without my wife serving as an interpreter. I realize that nothing beats a skilled human translator. But who has time (or money) to hire a person to translate simple, everyday tasks? That's why I've always been amazed at computer-aided translation, specifically Google Translate.

Google says its artificial intelligence has taught itself to'translate between languages that it doesn't even know' 'Zero-shot translation' can translate between languages it doesn't know Deep-learning researchers developed Google Neural Machine Translation GNMT developed algorithm that'self-teaches' it to translate languages'Zero-shot translation' can translate between languages it doesn't know GNMT developed algorithm that'self-teaches' it to translate languages Google headquarters in Menlo Park, California is seen in the above stock photo. Google says it has built an algorithm that allows its Google Translate service to translate languages it doesn't even know Google says that its artificial intelligence uses a'token' at the beginning of the input sentence to specify the required target language to translate to Skating on thin ice: Wife of Vladimir Putin's spokesman... 'This had nothing to do with Donald': Rosie O'Donnell... Liberty University President Jerry Falwell Jr. says he... New Orleans violence'out of control' says mayor after one... Skating on thin ice: Wife of Vladimir Putin's spokesman... 'This had nothing to do with Donald': Rosie O'Donnell... Liberty University President Jerry Falwell Jr. says he... New Orleans violence'out of control' says mayor after one... Barron Trump clapping during his father's appearance at RNC Penny for your thoughts: Cute baby laughs at hearing dad say 4p Mob storm police station and lynch suspected paedophile Homeless man has zebra-skin slipcovers & porcelain toilet Bear with us!: Workers rescue bear under concrete pit in Turkey All washed up! People desperately try free 4x4 stuck on beach 100 special police agents protect suspected paedophile from mob Surprise Castro is dead: Florida grandmother is shocked! Moment pranksters invade the X Factor stage after Honey G performs Girlfriend confronts'cheating boyfriend' at supermarket It was a long and tiresome night for 10-year-old Barron Trump Raging bull destroys car with horns at Spanish festival Surprise Castro is dead: Florida grandmother is shocked! Girlfriend confronts'cheating boyfriend' at supermarket Trump nemesis Rosie O'Donnell is slammed after speculating... Homeless man who turned freeway underpass into a personal... Donald goes to war as Hillary backs recount: Trump accuses... Trump launches furious morning Twitter rant at Hillary,... REVEALED: California supermom was heavily beaten and chained... ISIS fighters target Israel for the first time and are... Thousands of fans BOO Colin Kaepernick in Miami after he... Skating on thin ice: Wife of Vladimir Putin's spokesman... Cop tries desperately to save a one-month-old girl who... Outrage as Prince Harry is forced to take part in an...

The A.I. Behind Google Translate Recently Did Something Extraordinary Those translations aren't making us laugh as much as they used to. As someone who lives between two countries, I've relied heavily on machine translation for a number of years. It took me years before I could communicate casually with my in-laws (they're fluent in German and Polish, but not English), without my wife serving as an interpreter. I realize that nothing beats a skilled human translator. But who has time (or money) to hire a person to translate simple, everyday tasks?

Google says its artificial intelligence has taught itself to'translate between languages that it doesn't even know' 'Zero-shot translation' can translate between languages it doesn't know Deep-learning researchers developed Google Neural Machine Translation GNMT developed algorithm that'self-teaches' it to translate languages'Zero-shot translation' can translate between languages it doesn't know GNMT developed algorithm that'self-teaches' it to translate languages Google headquarters in Menlo Park, California is seen in the above stock photo. Google says it has built an algorithm that allows its Google Translate service to translate languages it doesn't even know Google says that its artificial intelligence uses a'token' at the beginning of the input sentence to specify the required target language to translate to Skating on thin ice: Wife of Vladimir Putin's spokesman... 'This had nothing to do with Donald': Rosie O'Donnell... Liberty University President Jerry Falwell Jr. says he... New Orleans violence'out of control' says mayor after one... Skating on thin ice: Wife of Vladimir Putin's spokesman... 'This had nothing to do with Donald': Rosie O'Donnell... Liberty University President Jerry Falwell Jr. says he... New Orleans violence'out of control' says mayor after one... Barron Trump clapping during his father's appearance at RNC Penny for your thoughts: Cute baby laughs at hearing dad say 4p Mob storm police station and lynch suspected paedophile Homeless man has zebra-skin slipcovers & porcelain toilet Moment pranksters invade the X Factor stage after Honey G performs All washed up! People desperately try free 4x4 stuck on beach Surprise Castro is dead: Florida grandmother is shocked! 100 special police agents protect suspected paedophile from mob Bear with us!: Workers rescue bear under concrete pit in Turkey Trollstation celebrate storming the X Factor stage in Wembley Girlfriend confronts'cheating boyfriend' at supermarket It was a long and tiresome night for 10-year-old Barron Trump Surprise Castro is dead: Florida grandmother is shocked! Girlfriend confronts'cheating boyfriend' at supermarket Trump nemesis Rosie O'Donnell is slammed after speculating... Homeless man who turned freeway underpass into a personal... Trump launches furious morning Twitter rant at Hillary,... Donald goes to war as Hillary backs recount: Trump accuses... REVEALED: California supermom was heavily beaten and chained... Cop tries desperately to save a one-month-old girl who... Skating on thin ice: Wife of Vladimir Putin's spokesman... ISIS fighters target Israel for the first time and are... Thousands of fans BOO Colin Kaepernick in Miami after he... The curious demise of internet mogul once worth $95m who now... From sneaking into your teacher's house to winning prizes... Talk is cheap!