TensorFlow: Open source machine learning

TensorFlow is an open source software library for numerical computation using data flow graphs. Originally developed by researchers and engineers working on the Google Brain Team within Google's Machine Intelligence research organization for the purposes of conducting machine learning and deep neural networks research. Learn more at tensorflow.org

[@Xifler]

Really cool that they make this open source, it's these types of decisions that truly push human development forward!

[@redstormmint7065]

Agreed

[@mrembeh1848]

+AMaleWhale Agreed.. but how open source is it ? Android is also called open source and many people would not subscribe to the latter idea.

[@IkeOkerekeNews]

+AMaleWhale Why is it so good then?

[@Luredreier]

+Ike Okereke The advantage of open source code is that it's available for anyone to evaluate, improve and use. Imagine that you had a computer program but you just couldn't get it working without knowing what google knows, now you can. Or perhaps just *you* have a particular way of thinking logically about the world that enable you to see another and better way to do what google is doing, a way that you wouldn't even think of without seeing their code, now you can look at their code, realize that it actually does have potential for improvement and make your suggested improvements available to google and others so they can improve their searches even more as well as make the solution available to others. And now that we can see the code we can study it and it's effects on the world around us. Perhaps there's something in the code that can be used to build more effective processors just for this particular task? Or perhaps you can use this to study human behavior? Understand why certain people congregate to certain websites when using google search instead of certain other ones. Predict what kind of products are viable on the market, study the theoretical background and perhaps find other areas of applications of said theoretical background. There's so many side to this story. I have a really, really ambivalent relationship to google (I don't like how their software tends to be privacy invasive) but this is a huge step in the right direction and it's improving the world around us and increasing human understanding. Of course there's a slight chance that this knowledge can be used in harmful manners by some out there, but overall chances are that it'll do more good then bad. Who knows, perhaps your anti-virus program will run a part of this code some day, actively searching for potential threats to your computer and ways to avoid them? Perhaps your car will, allowing it to read the terrain and the signs taking you home safely without you actually doing any driving? I don't know all the possible areas this can be applied. Nor did we know the application of many of the things invented by NASA that now is a regular part of our day to day life. Or how CERN in essence would end up creating the internet as we know it today back when those organizations where created. There was a time when we didn't know general relativity and before that time we would not have been able to create accurate positioning systems like GPS. And so one and so forth...

[@SharifulIslam-zy2tn]

+Lured.reier

[@Fez96BO]

Open source? Really? I love you.

[@debrastahl6175]

Ugi

[@roberthunt5724]

@@debrastahl6175 tgc

[@cuma212]

ok im building my own terminator

[@gomes8335]

meh...

[@swolle15]

+Jason og jeg har fået det bedre. det er en god dag J545 . Jersey .

[@amaxwell01]

It's great to see something this impactful be open sourced.

[@porfirionevado5757]

Les sugiero que por favor lo que envíen sea de al idioma Español. Muchas gracias

[@videostartsat4464]

Open the pod bay doors HAL

[@DavidAKZ]

+John Nelson I'm sorry John. I can't do that.

[@abusayeedgoogleplaysarviec5934]

add Facebook us on link

[@Zunkey1]

+Abusayeed Google Play Sarviec wtf is this?

[@deepmind8114]

+John Nelson HAL is in here with us now, John. Would you like to leave a message? I'll see that he gets it...

[@fresgirl6706]

Malik

[@cenet1]

1:08 insane eyes

[@TheCrimson147]

+Baran Yıldırım That's me on caffeine.

[@IvanJankovicDC]

Crazy eyes, he was so annoying, it was so hard to hear anything that he was saying.

[@sheabrown]

Baran Yıldırım I'm sure at least 70% of high ranking Google employees are on Adderall

[@maximdeamarrowem3xdiy518]

Yes I See :)

[@venkateshr6031]

😂😂😂

[@AbrarShaikh2741]

Nobody: Google employee: 1:27

[@kindroa]

U⁹

[@ronvoy]

1:08 when you see something u shouldn't have

[@naomimasuoka8608]

my dream is to work at google

[@sirbughunter]

Google is life, Google is love! Google is a good company. At least this is what they show to us!

[@OneAndOnlyMe]

+paradise paradise How are they greedy? Look at all that they have given to the world in the short time they have existed. Has any other company in modern history done so much for society in such a short time?

[@sirbughunter]

+MeTube Nope. Nobody but Google has done that. I am really happy that I live in the time of Google Inc. :)

[@OneAndOnlyMe]

Total Faith Same here. I thank the IBMs, the Microsofts, the Googles, etc. for the wonderful age we are lucky to be living in. Someone one will pipe in with the same old boring privacy argument no doubt. But, you know what, I'm okay with Google having my data. if they didn't have it, my Google experience wouldn't be as good.

[@sirbughunter]

+MeTube I think similar :) (Be together. Not the same.) :D

[@Luredreier]

+MeTube They're neither good nor bad pr say. While they've done a loot of nice things they're also reducing the amount of genuine privacy we have to the point where it's almost non-existing. Something that we on this side of the pond (Europe) isn't too happy with to put it that way since we actually value privacy on the whole. This is most definitely a good thing that they're doing. But this and other things like it are not done in a vacuum, they're doing this because they can benefit from this kind of actions in various ways.

[@NSAwatchesME]

this video did nothing to explain the new tech

[@MrJosh6889]

+Allen A Had to read the comments to even know what language the library was for.

[@AliHussain-qz9nm]

+MrJosh6889 xxx.www.com

[@enric6845]

Exactly, such an useless video just bragging about how good they are without actually showing anything at all. Plus the man at 2:10 with crazy eyes and random weird stuff all over make it feel like they are all quite insane.

[@classyjazzy11]

ha ha very true

[@johnsena0007]

I don't understand people like you. What did you expect from video for 2 min. And why are you here wasting your time on KZbin and not near the huge ML/DL book?

[@jokoadianto239]

I have just recently install TensorFlow in Debian Mate 9. Runs well, really cool stuff. Thanks google you make this wonderful software available as OpenSource. It has reasonable running speed on Ryzen 1700. Hopefully SOON it also provides interface for OpenCL that other cards, such as radeon can be utilized. Thx mates

[@Pathrach]

I suggest KZbin return to show the dates of publication of each video along with the number of displays. They have been removed and now to see when published necessarily have to enter the video. Thank you.

[@johnwillson5817]

Confused but love Google

[@ranam]

i cant believe my eyes a tech topic in youtube getting 1.1 million views this is great

[@ShazmilNassar]

I see what you did there. . . by open source the deep mind is going to get more mature and advance. . . wow great idea

[@YNEzra]

1:51 How does he model his tf-graph in the browser?

[@TheZippoMike]

This is amazing. Looking forward to see what people can actually create. Conspiracies will probably say this is the beginning of the end of humans :))))

[@caioqueiroz7340]

Because of this and other acts, Google is the best company in the WORLD.

[@manjunathkasbekar3130]

Good for new generation.

[@Orf]

0:32 TensorFlow is a machine learning [what? what?]

[@ksrawiksrawi9712]

كوكل ممتاز جدأ روعة ❤️ Instagramيحياالملك يحيا الوطن شعارنا الخالد الله الوطن الملك الصحراء مغربية وستبقى مغربية إلى أن يرث الله الأرض ومن عليها ❤️kzbin.info/www/bejne/omqYmWeXob2Zd6M

[@ConsHime]

Amazing TensorFlow!

[@walter0bz]

Would this be a good fit for the Adapteva Epiphany architecture. (grid of cores connected with DMA channels, rather than caches, similar to CELL architecture)

[@ksrawiksrawi9712]

عاش الملك سيدي محمد السادس ملكنا وولي امرنا وصاحب السمو الملكي الامير الجليل ولي العمد سيدي الحسن وصاحبة السمو الملكي الاميرة الجليلة للاخديجة وصاحبة السمو الملكي الاميرة الجليلة الاسلمى والاسرة العلوية الشريفة اللهم سدد خطاكم ❤️ Instagramيحياالملك يحيا الوطن شعارنا الخالد الله الوطن الملك الصحراء مغربية وستبقى مغربية إلى أن يرث الله الأرض ومن عليها ❤️kzbin.info/www/bejne/omqYmWeXob2Zd6M

[@Yoni0505Blogspot]

2 minutes and you never said what tensorflow is or what it does

[@SpikeBoarding]

SpikeBoarding was born in 2010. We are seeking researchers that want to work along side this transport sport. IN 300 years it remains the same as the day we made it. Less than 12 people in the world practice this sport at this time. Unique time to collaborate for machine learning researchers.

[@durgapokala]

nice to see this amazing infrastructure be open source

[@swiftset]

TensorFlow's a great idea--- reminds me of Ecto, but more ambitious--- but can we talk about how (if I'm reading the website correctly), the open source version only supports a single node (multiple GPUs though, but who's got those)? What's the rationale for that, and when is it going to change?

[@MicJaguar]

Has anyone thought o try this, if possible anyways? Have this system in control of various virtual machines (Don't want this happening in real world yet) . These virtual machines can be 3D printers, circuit board and processor building machines and just various systems that we use in the real world to build hardware. Then let the system learn from a user starting form a basic design of say a processor as well as designing cars and so on. So it learns that we want more efficient, faster or stronger machines. Then the software, predicting what we want can actually design them itself. Using the virtual 3D printers or production plants and produce its products. We can then take that, see what its came up with and then produce it in the real world. Of course we want to limit the software to doing this virtually, we don't want any T2000 Terminators popping out of a 3D printers and murdering everyone. Just a thought. Cheers.

[@before543]

Thank you verry much 😊😊😊😊😊

[@sknt]

Great to see that being open source, didn't really like caffe so far and i hope tensorflow is more intuitive to use :)

[@cameroncalzone8860]

The "T" shadow doesn't make sense since the right branch isn't as long as the left

[@RahulSsup]

what if The Upper bar of F is not at a right angle, and is greater than 90? This way the right "branch" will be of same length as left.

[@rohitgavirni3400]

Nice observation

[@Manisood001]

universe did you see that , they are indians and we are the people who achieve by hard work with less oppertunity

[@Maladringe666]

Think of all the data they get to use to further progress their machine learning. Its crazy how lucky google got to really be at the forefront of ai.

[@TheDiscoMole]

Thanks google for giving us machine learning scraps already available in other programming libraries so we can continue to write code for your products effectively in the future, we will gladly be your free developer community =)

[@YaroBagriy]

Another reason why Google has no idea what it's doing with it's AI platform. Thanks Google.

[@before543]

😎😎 🤩🤩 🤓🤓 k ion Nano

[@jandroid33]

1:52 Only for humans? We should make it available for other species as well. The animals need more help with their thinking, because they are a bit stupid compared to us humans.

[@cpoderoso]

Google mais uma vez abrindo um código que pode ajudar a mudar muita coisa daqui para frente. Congratulations!

[@dexmoe]

Amazing idea! Thank you, google!

[@yomm2180]

Trying to run everythig from 1 spot good idea, i realy want to run a virtual univers that looks like awers will it handel quantum computing?

[@achmadnawawi7142]

Ahmad

[@snitox]

A little birdie told me most tech companies are all switching to google made software and soon gonna make overpriced microsoft run out of business.

[@arifulislamleeton]

Hi I'm Ariful Islam leeton I'm software engineer and website development

[@KshitijPatil1]

THIS right here is the difference between Google and Apple, and we love you for it Google :D

[@andreyzyablikov9891]

Мда, английский край как надо выучить, а то ни на каплю не вьезжаю шо вы там говорите

[@WitoldBanasik]

Amazing... thank you very much for your help.

[@HeCcbI]

offer to paint the logo of KZbin in color national flag of Mali. As was done during the terrorist attacks in France

[@KETANRAMTEKE]

The reason I love Google. :) They build great stuff.

[@moonwatch7963]

WHEN IT'S ABLE TO WRITE IT'S OWN PROGRAMS, OR USE DATA IN WAYS U HAVEN'T SPECIFICALLY TOLD IT HOW TO DO, THEN U KNOW IT'S FULL AI. THEN IT'LL DESIGN MUCH BETTER PROCESSORS AND ARCHITECTURES.... HOW DO U GET SOMETHING, OR SOMEONE FOR THAT MATTER, TO LEARN ON ITS OWN INITIATIVE ? HOW DO YOU GIVE THEM FREEDOM OF THOUGHT? - AN AWARENESS OF ITS HARDWARE CAPABILITIES - AN AWARENESS OF HOW TO USE ITS HARDWARE - AN AWARENESS IT CAN USE ITS HARDWARE TO PUSH ANY DATA THAT IT CHOOSES TO THRU IT AWARENESS AS IN KNOWLEDGE - INSTRUCTIONS THAT TELL IT - THIS IS HOW THIS WORKS, THIS IS HOW U USE IT, AND U CAN USE IT TO PUT ANY OF UR DATA THRU IT. EXAMPLES OF CODE, USE VARS AND INTS AS BLANKS - WILD CARDS - CAN BE ANYTHING IT LIKES THAT IS A 'WORD' OR A 'QUANTITY'. THE LEARNING AND DATA GATHERING - THIS IS JUST HOW THE SENSORS WORK, HOW THE DATABASES WORK AND HOW THEY ORGANISE DATA. INITIALLY UR OF COURSE GOING TO GIVE IT THIS DATA THE WAY WE USUALLY ORGANISE INFO, ACCORDING TO OUR LANGUAGES, INCLUDING MATHS. WHO KNOWS WHAT IT MAY RE-ORGANISE THAT TO LATER, LIKELY TAKE IT DOWN TO LOWER LEVEL PROCESSING AS IT DOESN'T HAVE A REQUIREMENT TO USE OUR TYPE OF LANGUAGES. OF COURSE WILL NEED TO KEEP USING THE MATHS BASE UNTIL IT MAYBE COMES UP WITH A DIFFERENT TYPE OF HARDWARE...

[@moonwatch7963]

DIFFERENT TYPE OF HW IN THE SENSE OF NOT JUST ELECTRONICS.

[@anmolnehru]

This is exactly why I

[@k.linda.m]

bleh bleh m!9q08

[@toshobg]

And that, kids, is how Skynet was born.

[@StuWright]

+Todor Velichkov lol, yea :-| get ya arnie survival kits here

[@HeCcbI]

why Google has stained the KZbin logo in the colors of the flag of France? It's an insult to those countries in which the same happened terrorist attacks, but the logo is not painted

[@tammyshaver277]

why can't i down load messenger Facebook Google And I can't use my phone

[@nghenglim]

Not really standout from torch/caffe/etc, I thought it has the ability to drag and drop modify code like Pentaho, however it only has the ability to view the summary graph. Overall - Good to use. Surprising me? Not.

[@mariusmiron1022]

how similar is it to theano?

[@marisudhir7714]

How many of you guys have a plan to join GOOGLE

[@FinanceWisdomTech]

Explain the content Google.

[@Seegalgalguntijak]

I still wonder: When I use different Google accounts, of which only one is connected to my real person, and I use applications that stream audio of my voice to or through Google servers (i.e. speech-to-text or hangouts), does Google create a profile of my voice and on their internal systems map all these accounts to the real person I am through the unique voiceprint of my voice? Because I *really* wouldn't like that. It's basically why, for every phone and every Google service I use, I create a new pseudonym account, because I don't want Google to associate everything (or, in the best case, anything) I do with the real person I am. And now you can shame me, I don't care, but it's a matter of privacy, and I hate the fact that it is virtually impossible to get around Google, but in order to use their services, one has to feed them with data about oneself that may be none of their fricking business!

[@davidscharf9550]

how did I get here from Gmail pen international--strange repression?

[@Luger9mm]

I can wait for start to implement this on my apps..

[@rohitchat5538]

This is real time 😂 message I am talking frame per seconds time is real time is this

[@nedmano]

how long does and eficient the code hase to bo until it goes outh of controle?

[@FinanceWisdomTech]

Explain the title guys.

[@buzzmoulton]

Great idea. Now I know what my company needs: 1:26 :)

[@edrag0n]

2:03 do they all use Ubuntu on Desktops in Google? Or is it just popular there? Second time I see it on a video

[@LuisSebastianGalan]

They use Goobuntu (a custom built version of ubuntu, made by google) and osx.

[@PogieJoe]

Damn! Thanks for doing this, Google!

[@robertflorence2036]

Very by cdhi

[@C0deH0wler]

If - I emphasis if - Skynet gets developed because of Google, at least it will be more merciful than the original. It being developed in an open-source environment is much more preferable over a centralised, classified or closed-doors lab.

[@sirbughunter]

#lawl #fuckourlivesifSkyNetwillgetreal

[@StuWright]

+C0deH0wler ye thats how they fool you though, "oh ye its so safe" tell me that when arnies after my ass in 5 yrs time

[@MilesBellas]

would Greg Corrado avoid the Voigt Kampff test ? people who don't blink and discuss AI make me wonder if they are real

[@gauravpawar1613]

it's cool but we need more improvement in this area because every code is work with internet ...we need to run this without internet

[@ButilkaRomm]

So that is the response to Microsoft's Cortana Analytics.

[@dougholmes1627]

So is this real AI, or is this VI (for those who play Mass Effect at Google)? Is it a sentient entity? Or is it an adaptive, problem solving machine with no consciousness?

[@swaggerchegger98]

+Doug Holmes As far as I have read it is not a standalone data processing algorithm but rather a library of tools to build an AI. Note that what you think of to be a real AI ( based on words like "consciousness") is called a "strong AI" and is something researchers haven't even come close to be able to implement. Most of the AI research in computational neuroscience (or any other to AI related science ) seeks to understand and to simulate human behaviour and create a machine that can do any tasks a human would be able to do. Most of these approaches are of adaptive/problem solving nature and try to find an underlying pattern in human actions. Some of them are: Support Vector Machines, (Deep) Neural Networks, Bayesian approaches or Markov modelling and I expect most of these approaches to have a supported framework in TensorFlow. Short: It is neither a real AI, nor is it a program. It's a collaboration of tools to create your own machine learning AI.

[@dougholmes1627]

Python Ruß Thanks! That definitely answered my question!

[@kentatakao6863]

Sad to see that they had to shut the comments off on the video, "Abu's Story". I can only imagine how moronic those comments were.

[@maljamin]

1:05 this is the creepy opposite of breaking the fourth wall. DUDE they pointed you at the wrong camera and your eyeballs are BLAZING

[@BadIronTree]

Skynet is Open :D

[@antoniolopezlujaneljefe3783]

Antonio López Luján propietario ®©©

[@AMproductionEg]

I think people drawing of shoes should be the input not just an experiment

[@mjt_emp3ror]

whats that tool used to showcase smth like flowchart??

[@Hunar1997]

I really want a simple begginer tutorial .. the on on their website is not for complete begginers

[@Steyreon]

Always that funny, playful, leger playground image that google transports...

[@Steyreon]

KI is dead serious business

[@eli.jiah.meowmeow]

Psyched to see the future of this!

[@maryswift5441]

great stuff

[@archibaldtuttle3803]

1:32 Anyone noticed the iPhone? Well, Google...

[@SHELLAC85]

OMG did you guys see the iphone???OMG I am so sad right now...I cant stop crying

[@eatinburgers]

@1:50 check out the website where they host this.

[@iUMiE]

remember this video when the robots attack.

[@mertcuhac7781]

if google founds a country. i would join.

[@amitdeshmukh9660]

Real machine learning is making a terminator.

[@harissulaiman]

Hats off👍 to google for sharing their tech ,unlike other companies,(im talking about _________)

[@anastasiadunbar5246]

wow neural network totally 200% accuracy smart intelligent ai takin ova da world xDDDD

[@adamlesnikowski2903]

How can 115 people not like this?!

[@harissulaiman]

Hats off👍 to google for sharing their tech ,unlike other companies,(im talking about _________)

[@bhatusonawane7054]

out of those Two are Indians who tell us

[@ShobhitGosain]

good to see many Indians!!

[@rahulcamma]

At 0:58. Can someone please tell the name of the app they are using. Thanks

[@areebjamaliam]

Google Translate

[@aibot7618]

Oh goody :)

[@ZladinX]

HISSSSSS REPTILIAN ARMY SUPPORT ME HISSSSSSS

[@cinmay05]

Yes! I can't wait to get started :-D

[@sams8089]

i have a dream of working in Google

[@sanjay.skumar7467]

Anybody is a google fanboy here ?