Making every phone smarter with Federated Learning


[MUSIC PLAYING] SPEAKER: Machine
learning on Google Cloud is a secure way for making
products smarter over time. The power of mobile
devices has allowed us to improve privacy by running
machine learning directly on your phone. So your phone will quickly
feel even more personal, and it’s better for your
data plan and battery life. Federated Learning
is a new technology that enables your phone to
learn from other devices while keeping your data
private and secure. Here’s how it works. First, your phone downloads a
generic machine learning model. After your phone personalizes
and improves its model, it computes a summary
about the changes. Thousands of summaries
are anonymously combined when phones
are plugged in at night. This provides a
global improvement to the model that makes it
work better for everybody. So you get a smarter phone, and
your data stays in your hands. [MUSIC PLAYING]

100 thoughts on “Making every phone smarter with Federated Learning

  • May 7, 2018 at 6:16 pm
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    but Google assistant still not abalabe for SM G 330Fz 😒

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  • May 7, 2018 at 6:18 pm
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    I wonder when this uncanny valley will be reached by everyone behind me.

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  • May 7, 2018 at 6:20 pm
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    I dont get it :'(

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  • May 7, 2018 at 6:21 pm
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    Great, another way the government can spy on us. Smh google

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  • May 7, 2018 at 6:28 pm
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    Google Cloud about to filled with tons of thicc anime thighs

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  • May 7, 2018 at 6:34 pm
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    Love you Google.

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  • May 7, 2018 at 6:38 pm
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    Google has realized that the only way to have the huge amount of data needed to make a great IA is using his biggest farm of personal data: android. I only hope they will be smart enough to keep our data safe.

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  • May 7, 2018 at 6:41 pm
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    Im getting some Watchdogs vibes from this, I feel like Google is turning into Blume from the games…

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  • May 7, 2018 at 6:45 pm
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    Hmm…Google and privacy?

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  • May 7, 2018 at 6:50 pm
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    It's… IT'S LEARNING!!!
    FBI CAN WATCH US BETTER NOW!!

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  • May 7, 2018 at 7:06 pm
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    google sua tecnologia e foda 😍

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  • May 7, 2018 at 7:17 pm
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    Skynet is here! Yay!

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  • May 7, 2018 at 7:20 pm
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    So, if I repeat a question, will it learn the answer? (Q: What is 1+1?)

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  • May 7, 2018 at 7:27 pm
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    The sound on this is so rich. What sorcery is this now ?

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  • May 7, 2018 at 7:28 pm
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    Is this auto enabled enabled on my Android Nougat phone ?

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  • May 7, 2018 at 7:28 pm
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    Anonymous, right. We can trust Google.

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  • May 7, 2018 at 7:29 pm
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    And ya'all are gonna believe this? Privacy? Really?

    I will not be "participating"…

    Just a better reason not to use your phone, email or searches for ANYTHING private. EVER!

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  • May 7, 2018 at 7:39 pm
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    "Anonymously" just because I trust Google. Privacy is misunderstood here!

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  • May 7, 2018 at 7:49 pm
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    I understand why people are so concerned with their privacy…. but…in some ways, I don't….I personally DO NOT CARE if Google or any other comany has data on me, especially if having this data can make me get more personalized functions on my phone that make it "smarter". I love google, they make my life easier, smarter, "faster" and better overall! and if some sort of data must be collected, I am 100% fine with it, I don't care, I have "nothing" to hide.

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  • May 7, 2018 at 7:53 pm
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    The app with the green bar looks like pikabu

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  • May 7, 2018 at 7:55 pm
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    It mentions data many times, but what sort of data are they talking about? Battery? Word choice? Feedback? I'll suggest to pls specify

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  • May 7, 2018 at 7:57 pm
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    Another way to Spy on the Masses

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  • May 7, 2018 at 8:08 pm
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    Thanks Google

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  • May 7, 2018 at 8:41 pm
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    now this is really cool

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  • May 7, 2018 at 8:44 pm
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    Where can I download it?

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  • May 7, 2018 at 8:46 pm
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    Just make a phone with solar cells already

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  • May 7, 2018 at 8:50 pm
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    Google overlords, please continue to make information easily accessible and searchable. Including what you learn from these enormous datasets 😉

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  • May 7, 2018 at 9:05 pm
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    they are observing us

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  • May 7, 2018 at 9:16 pm
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    this is cool…. #FL

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  • May 7, 2018 at 9:21 pm
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    What we really need right now is smarter people

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  • May 7, 2018 at 10:03 pm
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    The idea seems similar to Internet 3.0 😎

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  • May 7, 2018 at 10:21 pm
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    What?? Suddenly My phone become sentient

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  • May 7, 2018 at 10:29 pm
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    This is skynet! Google is using the millions of phones that run it's operating system to run models. All that raw power. This can possible become sentient. Take a life of it's own. Our God will become Google!

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  • May 7, 2018 at 10:51 pm
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    Simple world skynet

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  • May 8, 2018 at 12:46 am
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    In other simple words. Before, the user would input data and get what they wanted in return. Now the AI watches your every move and reports back “anonymously” to a big corporate server to then…. well…do more Ad retargeting to each user.

    We’re allowing these companies more and more access to our data. These “machine learning” terms are just another way to say a robot spy that writes your data down inadvertently.

    I don’t know man…

    Reply
  • May 8, 2018 at 1:43 am
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    Do the daaaabbbbassss

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  • May 8, 2018 at 1:45 am
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    Wait,save data n battery life? How? Is this work on some phone or all smartphones? Is it only available for Android one phones?

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  • May 8, 2018 at 1:49 am
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    Yeah yeah whatever you say Skynet just don't take my nudes

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  • May 8, 2018 at 2:15 am
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    Sounds… shady

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  • May 8, 2018 at 2:38 am
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    I wonder why Google doesn't disable comments 🤔

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  • May 8, 2018 at 2:53 am
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    have your tinfoil hats everyone

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  • May 8, 2018 at 3:09 am
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    How does it work? Does my phone already have that or do I have to download something? 🙆

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  • May 8, 2018 at 3:39 am
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    I like how this basically explained nothing about how this helps the user. This customizes our phones in what way? What about these customizations will make the battery last longer? So much detail is missing.

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  • May 8, 2018 at 4:22 am
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    Could u use machine learning to improve YouTube auto generated YouTube subtitles

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  • May 8, 2018 at 4:24 am
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    Why don't it learn from my behaviour over the years and tune it accordingly…
    Avoiding security issues and better tailoring to my liking?

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  • May 8, 2018 at 4:29 am
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    Nice Google I loved it

    Reply
  • May 8, 2018 at 4:45 am
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    Now the most important question is how to download gen-ew-a-ric machine learning model to your phone

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  • May 8, 2018 at 4:51 am
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    Google demand your data

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  • May 8, 2018 at 5:46 am
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    The birth of Skynet

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  • May 8, 2018 at 5:49 am
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    Big thanks Google you make great apps and product.👍

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  • May 8, 2018 at 7:13 am
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    This is so cool!

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  • May 8, 2018 at 7:39 am
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    There will be no privacy for data with Google

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  • May 8, 2018 at 8:47 am
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    Ok Google

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  • May 8, 2018 at 9:09 am
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    Doesn't pied piper have the patent for this?

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  • May 8, 2018 at 9:59 am
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    Damn any how your collecting the personal data

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  • May 8, 2018 at 10:25 am
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    I like the privacy aspect, but how is running an ML model on your phone better for your battery?

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  • May 8, 2018 at 10:35 am
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    Do people not get what is told in the video or what? They are talking about making your data private instead of processing it in a centralized system and everybody is like "We're doomed, how can I turn this off? So they will know everything?" They already HAVE all your data, they trying to (in theory) give it back to you and keep it private.

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  • May 8, 2018 at 10:48 am
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    Essentially what this is:
    There's a main Model that Google owns and is distributed to each phone when it's 'ready'.
    The phone then will 'learn' from your various activities (browsing, apps, etc) on what it should optimize for. For example: You often open up your preferred social media app at lunch time, the phone realizes this and prepares the app to be launched quickly around that time leading to you not having to wait a couple extra seconds for it too load.
    Most likely many other things as well.
    Google then has it send it to it's servers, anonymous if we believe what they say (most likely not entirely anonymous), and fits it together with their main Model. Then the model is also merged with others.

    Your phone/desktop/laptop already does some things similar to this, but we won't know the true extent of what the Model learns until Google tells us.

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  • May 8, 2018 at 11:10 am
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    How do you opt out?

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  • May 8, 2018 at 11:20 am
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    👏👏👏

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  • May 8, 2018 at 11:25 am
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    This video feels like a big lie. What's in this "summary" my phone send to Google?

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  • May 8, 2018 at 12:59 pm
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    That's how you get a ghost born in the net.

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  • May 8, 2018 at 2:03 pm
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    So that's what's coming at IO

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  • May 8, 2018 at 3:04 pm
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    That is cool ( ͡° ͜ʖ ͡°)

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  • May 8, 2018 at 3:38 pm
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    Isn't it something that we should be excited and worried at the same time?

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  • May 9, 2018 at 5:10 am
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    Did they say "the phone improves privacy"?

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  • May 9, 2018 at 8:08 am
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    Sup Google

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  • May 9, 2018 at 11:30 pm
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    They've been doing this for years lol

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  • May 10, 2018 at 3:58 am
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    Will we be payed for allow out data be analyzed to make your software better?

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  • May 10, 2018 at 4:31 pm
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    Thank you Google for making our little shop reach around the world.. linestelecom

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  • May 13, 2018 at 10:27 pm
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    We have enough youth, how about the fountain of smart?

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  • May 17, 2018 at 8:22 am
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    My question: If someone were to donate his sperm anonymously, can he still claim that his donated sperm stays with him?

    — So, how can Google claims that the data stay in our hand while it collects data from users anonymously(?)

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  • May 18, 2018 at 4:55 pm
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    Tap 3 times on your phone and the 4th tap will be made by google by the way your neighbour taps it 🤟🏼

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  • May 19, 2018 at 5:12 am
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    Smart 👍

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  • May 19, 2018 at 2:16 pm
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    My phone is smart enough. I don't want it to teach or learn from other phones. What's in it for Google??

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  • May 20, 2018 at 12:56 am
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    I didnt feel that her use of the word "privacy" was very sincere..

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  • May 20, 2018 at 7:19 am
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    I don't remember subscribing to you.

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  • May 20, 2018 at 8:38 am
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    Hi skynet

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  • May 20, 2018 at 9:33 am
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    Joogle. Listen up listen clear refugees aren't welcome here

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  • May 20, 2018 at 7:16 pm
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    Aaaaaaa I am scared.

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  • May 21, 2018 at 9:05 am
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    Haha "more secure" good try.

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  • May 21, 2018 at 9:04 pm
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    OH HELL NO MORE DATA COLLECTION AND MACHINES TAKING OVER

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  • May 22, 2018 at 3:13 am
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    I barely understand everything here but okay

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  • May 23, 2018 at 6:44 pm
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    We need custom hot words

    Reply
  • May 23, 2018 at 7:08 pm
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    Do when I charge my phone it combines with other data? No thank you!

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  • May 25, 2018 at 10:04 pm
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    I don't get it…

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  • May 27, 2018 at 8:17 pm
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    Meanwhile Apple just abandoned Siri and starts remove everything

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  • May 27, 2018 at 8:56 pm
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    Google number one

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  • May 28, 2018 at 7:22 am
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    My phones smart enough. Make them faster and thinner. I want augmented reality also please.

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  • June 5, 2018 at 4:46 am
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    Remember "iRobot" the movie? Yeah, this is how it starts. Don't say nobody warned ya.

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  • June 6, 2018 at 9:04 pm
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    What the!!

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  • July 2, 2018 at 5:50 pm
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    People don't get how this works. With federated learning summaries, Google doesn't know which data comes from which device, and neither do any of the other devices. I work at Google and I couldn't get your data if I wanted to.

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  • December 14, 2018 at 6:49 pm
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    just WOW to this particular technology

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  • February 12, 2019 at 11:27 pm
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    Basically machine learning with more privacy. Voice recognition has gotten much better but Gboard is nowhere near psychic. I would like to see a update video of knowledge graph or vault

    Reply

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