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Innovations of AlphaGo

One of the great promises of AI is its potential to help us unearth new knowledge in complex domains. Weve already seen exciting glimpses of this, when our algorithms found ways to dramatically improve energy use in data centres – as well as of course with our program AlphaGo.Read More

Open sourcing Sonnet – a new library for constructing neural networks

Its now nearly a year since DeepMind made the decision to switch the entire research organisation to using TensorFlow (TF). Its proven to be a good choice – many of our models learn significantly faster, and the built-in features for distributed training have hugely simplified our code. Along the way, we found that the flexibility and adaptiveness of TF lends itself to building higher level frameworks for specific purposes, and weve written one for quickly building neural network modules with TF. We are actively developing this codebase, but what we have so far fits our research needs well, and were excited to announce that today we are open sourcing it. We call this framework Sonnet.Read More

Google Wifi now makes scheduling internet time easier

From binge-watching your favorite TV shows with Chromecast, to searching online for a cookie dough recipe for a night in, having great Wi-Fi at home helps with special everyday moments. But as we all know, sometimes these moments can turn into hours spent watching videos or browsing photos.

That’s why we built Scheduled Pause, a new feature in Google Wifi that lets you automatically pause the internet for everyday events like “Bedtime” to help wind down at the end of the day, or have a daily “Homework” schedule so your kids can focus before dinner.


The idea behind Scheduled Pause started a year ago. While exploring how to best create tools for families, I noticed that I was having trouble falling asleep. I’d check emails and surf the web late into the night. Experimenting with options, I started using a timer on my computer to turn the internet off at 11 p.m. The first night was a shock, but after a few nights I was ready to shut down earlier. And I was more refreshed and rejuvenated in the morning.

As I started talking to more people, in and outside of Google, I found that screen time was a common challenge for parents—from getting kids to put down their favorite game to struggling to have dinner without eyes glued to devices.

We hope Scheduled Pause helps you and your family create time for everyone to be more present and enjoy everyday moments.

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The Arrival of our 32nd Word Lens Language, Heptapod B

We’re honored to have partnered with Dr. Louise Banks, esteemed linguistics professor, to develop instant camera translation for our 32nd language, Heptapod B. Following our experience with logograms in Chinese and Japanese, as well as the many characters containing circles in Korean, we were ready to blend our expertise in low-memory-footprint convolutional modeling and Dr. Banks’ linguistic background to the deciphering of circular logograms in the Word Lens feature in the Google Translate app.


The challenge with understanding Heptapod B is its nonlinear orthography. Fortunately, Google’s neural machine translation system employs an encoder/decoder system that internally represents sentences as high-dimensional vectors. These vectors map well to the non-linear orthography of the Heptapod language and they are really the enabling technical factor in translating Heptapod B.

We interpret Heptapod B into English, Chinese, Danish, Japanese, Urdu, Russian, French, Spanish and Arabic. As with our other Word Lens languages, it works offline, which is really handy if you happen to need to read a circular logogram in an isolated location. Dr. Banks assures us that the app will continue to work for at least 3,000 years.


Communicating across language (and glass) barriers can be a rather alienating experience. While learning a new writing system can be quite rewarding and even a mind-altering experience, not everyone has time for that. So whether the world’s fate hangs in the balance, or if you’re simply trying to discern whether your coffee stain ring means something, we wish you success as you integrate this tool into the story of your life.

(Okay, if you haven’t guessed already… we’re just having some fun here. But we really are eager to bring Word Lens and Neural translation to more languages,
so stay tuned.)

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How Google Translate is making learning English fun in Israel

Using neural machine translation, we’ve just updated Hebrew and Arabic languages on Google Translate. But what you can’t see on the surface is that these translations also improved thanks to students across Israel. As English as a Foreign Language (EFL) students used the Google Translate Community platform to learn and practice their English, they actually improved translations for everyone in the process.

Adele Raemer is an Israeli English teacher, a trainer for English as a Foreign Language (EFL) and digital pedagogy at the Israel Ministry of Education; she’s also a Google Certified Innovator, a Google Educator Group leader, and blogger.

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Adele Raemer, English as a Foreign Language teacher and trainer at Israel’s Ministry of Education

When Adele first used the Translate Community as tool to teach English, she was impressed by how eager and motivated her students became. She wanted other students to share in the experience, so with the support of the Ministry of Education EFL superintendent and our education team, she turned this into a challenge for classrooms across Israel. The goal was to help students work on their vocabulary, develop critical thinking and translating skills and enhanced their engagement with English studies.

Last spring, 51 classes from across the country joined our Google Translate Community pilot competition. A month later, the class with the highest number of collective contributions joined us for a visit to our Google Israel office. The teachers used the challenge as a fun activity on top of their regular curriculum. As Mazi, an English teacher at “Hodayot” high school, said: “The experience of participating in the competition was very positive and enriched my teaching. Any time that a student finished a task early or had a bit of time at the end of the lesson, they could be productive by going into the site and translating!”

Winning class from Jadeidi-Makr science school who won a visit to the Google Israel office

Inspired by the success of Adele’s pilot program, the Translate Community team then built new tools that allowed group contributions and measured results more accurately. With new supporting lesson plans, more than 150 classes participated in a three month competition for Hebrew-English and Arabic-English. From these two competitions, 3,500 students translated and verified more than 4 million words and phrases.

English teacher from the winning school, “Nitzanim” school, with a student translating during a lesson

We’ve incorporated this multi-lingual knowledge into the training for our cutting-edge neural technology, which we’ve just launched today for Hebrew and Arabic. That means every one of these contributions helped improve translations for millions of people doing translations to or from these related languages.

We were thrilled to see the great impact that these students had on Translate itself. It’s so cool to see how the next generation of students is working hand in hand with the next generation of machine translation technology!

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Google Home and Wifi arrive in the UK

The time we spend at home with our family and friends is special. What if technology could help us make the most of those moments?

Google Home is a hands-free smart speaker powered by the Google Assistant that does just that. Whether you want to get answers from Google, turn up the music, sort out some everyday tasks or control compatible smart devices in your home, all you have to do is say “Ok Google.”

And now, Google Home is coming to the UK.

Get answers from the Google Assistant

Ask Google Home a question, and it will give you the answer by tapping into the power of Google—Search, Maps, Translate and more. A combination of our natural language processing, machine learning and voice recognition expertise allow users to interact naturally with the Assistant on Google Home.

It can also help you with translations and calculations, or deliver a news briefing from publications such as the BBC, The Guardian, The Financial Times, The Sun, The Telegraph, Huffington Post, Sky News, Sky Sports and others. 

Using the Google Assistant, Google Home can answer questions about your interests, the weather, traffic, sports, finance, local businesses and more. You could ask “Where is the nearest petrol station?” and then follow up with,“When does it close?” The Assistant can also have fun—it can tell you jokes, play trivia or make animal sounds. 

Enjoy your music

Google Home helps you listen to your favorite things, whether you’re in the mood to listen to a podcast or dance around the living room with your little ones. With a simple voice command, you can play songs, playlists, artists and albums from Google Play Music, Spotify, TuneIn, live radio from the BBC and more.*

If you have multiple Google Home devices, Chromecast Audio or Chromecast-enabled speakers, you can blast the same tune around the house or group them by room with the multi-room feature.

Your everyday tasks and your connected home

There’s never a shortage of things to do in the home, and sometimes it’d be good to have a bit of help with them. Google Home is there for those times—like setting alarms, starting timers, or adding items to your shopping list—and, if you choose, it can even tell you about your schedule.  

Plus, if you have smart devices in your home, you can control your lights and switches from brands including Nest, Philips or Samsung SmartThings. If you have a Chromecast, you can also use voice commands to play Netflix and YouTube on your TV or binge watch your favorite show.** Simply say, “Ok Google, Play ‘The Crown.’”

Your home, your rules

With your permission, Google Home can assist you in planning your day, based on information like your calendar entries or flight information from your Google account. But if you’d rather keep things to yourself, you can turn off personal results any time in the Google Home app with a single swipe.

We know the UK has been patiently waiting for Google Home to arrive and we’ve been working with our favorite partners to give you the best possible experience. We’ll partner with more of your favorite apps and services to help you do more with Google Home over time. And of course, we’ve hidden a few British treats for you to discover. Just try asking Google Home about its hobbies or favorite foods.

Google Homewill be available in stores on April 6th for £129 from the Google Store and is also available from Argos, Currys and PC World, John Lewis and Maplin and coming soon to EE. Colored bases will be available for £18 for fabric and £36 for metal on the Google store helping you customize to fit your home. 

That’s not all…

Introducing Google Wifi

We all know how frustrating it can be when wireless connectivity fails at home, especially if you’re streaming your favorite TV show. Today we’re also introducing Google Wifi to the UK. Google Wifi is a home Wi-Fi solution that works with your modem and internet provider to bring you reliable coverage.

Traditionally Wi-Fi routers haven’t always been built to support the increasing number of devices we use or high bandwidth activities like gaming or watching videos. Google Wifi is a connected system that replaces your current router to bring smarts, security and simplicity to home Wi-Fi to give you consistently strong coverage in your home.

Google Wifi uses a technology called mesh Wi-Fi (something usually only seen in expensive commercial installations). Within our mesh network, each Google Wifi point creates a high-powered connection, and the different Wifi points work together to determine the best path for your data. The result is Wi-Fi coverage even in hard-to reach areas, not just right next to the router.***

To make sure you’re always in control, Google Wifi comes with an app that lets you do things like pause Wi-Fi on kids’ devices (when it’s time to come to the dinner table) and is built to help keep your data safe and secure.

Google Wifi will be available online on April 6th for £129 in a 1-pack and £229 in a 2-pack from the Google Store. It is also available from Currys and PC World, Argos, Maplin and John Lewis and coming soon to Amazon.

Find out more about Google Home and Google Wifi here.

*Google Home is optimized for selected music services only. Subscriptions/payments may be required.
**Netflix subscription may be required.
****Home materials and layout can affect how Wi-Fi signals travel. Homes with thicker walls or long, narrow layouts may need extra Wifi points for additional coverage.

Google Home requires a Wi-Fi network, a nearby electrical outlet, and a compatible (Android, iOS) mobile device. Minimum OS requirements are available at Google Wifi requires broadband Internet. Strength and speed of signal will depend on your Internet provider. Each Wifi point requires a nearby electrical outlet. The app requires a mobile device with Android 4 and up or iOS 8 and up.

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Distill: Communicating the science of machine learning

Like every field of science, the importance of clear communication in machine learning research cannot be over-emphasised: it helps to drive forward the state-of-the art by allowing the research community to share, discuss and build upon new findings.For this reason, we at DeepMind are enthusiastic supporters of Distill, a new independent, web-based medium for clear and open – demystified – machine learning research, comprising a journal, prizesrecognising outstanding work,and tools to create interactive essays.Read More

Find the perfect playlist to stream with the Google Home app

Finding the right song, album or playlist can make anything you do during your day that much more enjoyable. Maybe start your day off with a cup of coffee and someRelaxing Film Scores. Want something more upbeat? Get a pick-me-up withRave-Up Wake-Up: EDM Morning. Need to make dinner? How about someClassic Bossa NovaorToday’s Biggest Hits? All told there are more than 40 million songs available, on 200+ cast-compatible music and audio apps, to listen to on your favorite speakers.


That’s a lot of music to choose from, so today we’re making it easier for you to find the perfect playlist, album or artist to listen to with the new Listen tab in the Google Home app, a dedicated space for all your favorite music.

The new Listen tab shows you curated lists of ready-to-stream, personalized albums and playlists from your favorite music apps, like Google Play Music and Spotify. You’ll also find compatible music and audio apps you already have on your phone or tablet, as well as a section to discover new apps to download.

So whether you’re looking for an upbeat playlist to listen to while you cook, or a something to unwind after dinner, the Google Home app is ready to help you find the perfect entertainment to cast to your TV or speakers.

To download the Google Home app, go to the Google Play Store or the App Store, or to learn more about the Listen tab, head to this Chromecast Help Center article.

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Enabling Continual Learning in Neural Networks

Computer programs that learn to perform tasks also typically forget them very quickly. We show that the learning rule can be modified so that a program can remember old tasks when learning a new one. This is an important step towards more intelligent programs that are able to learn progressively and adaptively.Read More

Trust, confidence and Verifiable Data Audit

Data can be a powerful force for social progress, helping our most important institutions to improve how they serve their communities. As cities, hospitals, and transport systems find new ways to understand what people need from them, theyre unearthing opportunities to change how they work today and identifying exciting ideas for the future.Data can only benefit society if it has societys trust and confidence, and here we all face a challenge. Now that you can use data for so many more purposes, people arent just asking about whos holding information and whether its being kept securely they also want greater assurances about precisely what is being done with it.In that context, auditability becomes an increasingly important virtue. Any well-built digital tool will already log how it uses data, and be able to show and justify those logs if challenged. But the more powerful and secure we can make that audit process, the easier it becomes to establish real confidence about how data is being used in practice.Imagine a service that could give mathematical assurance about what is happening with each individual piece of personal data, without possibility of falsification or omission. Imagine the ability for the inner workings of that system to be checked in real-time, to ensure that data is only being used as it should be.Read More