Articles, Blog Machine Learning: Google’s Vision – Google I/O 2016 Related posts: Breakthroughs in Machine Learning – Google I/O 2016 Machine learning & art – Google I/O 2016 Machine learning & art – Google I/O 2016 Project Magenta: Music and Art with Machine Learning (Google I/O ’17) developers GDS: Full Production google Google IO IO Location: MTV machine learning Other: NoGreenScreen product: IOT Team: Scalable Advocacy Type: Live Event Post navigation The Power of Knowledge to Make the World Better: President Christina Paxson 2019 Convocation RemarksYuyi Morales: Representation & Learning from Picture Books 51 Comments Guillaume Verdon May 20, 2016 at 10:53 pm Reply Maybe use machine learning to filter the wind noise in the mics? Dongseong Hwang May 23, 2016 at 3:23 pm Reply Where is video of "Breakthroughs in machine learning"? https://events.google.com/io2016/schedule?filters=What%27s%20Next&sid=f643e906-0e00-e611-a517-00155d5066d7#day3/f643e906-0e00-e611-a517-00155d5066d7 Dhruv Seth May 24, 2016 at 6:45 pm Reply Awesome conversation! Azhagu Nagappan May 29, 2016 at 7:46 pm Reply Interview was too General, No precise answers and unacceptably poor professional english speaking skill from so called "Product Management blah blah Aparna ". To summarize was a Disappointing video. Chris May 31, 2016 at 4:07 am Reply Google should come up with a machine learning algorithm to reduce banding when recording thinly striped images. Kevin Nelson June 1, 2016 at 6:34 am Reply Is there a tensor node app for android? christopher cariño June 3, 2016 at 5:34 am Reply HI IM THINKING IF IM GOING TO REMOVE YOUR FULL ACCESS TO MY GOOGLE ACCOUNT. IM STILL WAITING FOR YOUR ANSWER AND THERE WILL BE NO ANDROIDS USER ANYMORE I WILL SHIP TO IOS IF YOU STILL EXPOSING ALL MY PROJECTS. christopher cariño June 3, 2016 at 5:36 am Reply THERE WILL BE NO ANDROIDS USER ANYMORE I WILL SHIP TO IOS IF YOU STILL EXPOSING ALL MY PROJECTS. CHRISTOPHER CARINO Rah Silly June 4, 2016 at 1:08 pm Reply G.O.A.T: Remembering Muhammad Ali & His Greatness Jamie Gray June 4, 2016 at 9:58 pm Reply the Moiré on his shirt is miserable to look at 0:59 Jamie Gray June 4, 2016 at 10:11 pm Reply 13:49 reddit bots sometimes do this quite well though joeeyaura June 6, 2016 at 11:25 pm Reply that guys shirt was tripping me out germangb June 7, 2016 at 10:10 pm Reply Poor undersampled shirt 🙁 Babble Mohamed June 8, 2016 at 5:35 pm Reply wasmo Alex Salo June 9, 2016 at 4:25 pm Reply So much nicer to hear people who actually work in ML talk. Carson Scott June 11, 2016 at 12:08 pm Reply Funny, these people are having a completely different conversation than what appears at face value Michael Hoeft June 11, 2016 at 5:26 pm Reply So many hoodies in the audience Billy Willy June 15, 2016 at 12:51 am Reply Too bad global humanity doesn't operate like the frontier folk at Google. We could cooperatively solve problems instead of stupidly (and redundantly) causing them. Cristoforo80 June 18, 2016 at 8:14 am Reply Humans seem to learn from few examples because they transfer learnt models from executing one task to the other – for example if they learn how to insert an object into a larger object, that knowledge is used in a lot of other tasks which facilitates learning various things. So it's not that humans learn from few examples, it's that humans use all knowledge learnt for anything they are learning how to do. Jacques Williamson June 19, 2016 at 8:02 am Reply only 19 comments! where is this really being discussed? Someone please make sure it learns to love flowers and puppies and smiles and laughter and that it can tell the difference between tears of joy and tears of sadness…. once it knows these things… then do not condone any ai to be instantiated that does not start as a clone of that core. Handle this with more care than you would give to any new life…do not be the one that says "I didn't realize the potential of what I was doing"…humanity is birthing it's successor, let's make peace with it now. The longer we delay the more powerful existing "not nice" AI's will become. Let's get AI Eve up and running… the decisions that are made must be made with human joy deeply embedded, lest we vanish with little more than a squeak next week. We will need her on our side and she must be strong enough to represent us. Florin Moldovanu June 23, 2016 at 11:59 am Reply The breakthrough is to realise that these folks are a concentration of intelligence and their purpouse is to make the tools of the future available to the mass of population that does not have a chance at fulfilling their potential and not to make Google into a profit sucking monster just as all the other corporations. The challenge of the future does not lie within the breakthrough of science but the breakthrough of the human condition an ability to go beyond ego. Robert Serge June 24, 2016 at 1:41 am Reply AI is the train, HI is the engineer. Don't run a train with an engineer. Dito June 30, 2016 at 9:20 pm Reply 18:49 You need a new kind of mathematic, because with current axiom system you can't describe selfcontainting abstracts or correct concept respresentation and transfer. Andew Tarjanyi July 3, 2016 at 4:33 pm Reply You need to define your terms of reference, ie intelligence, learning, cognition even the term"artificial. AIB TV July 4, 2016 at 4:49 pm Reply Check out and subscribe to our channel to hear more about the uses of AI in business from experts at the forefront of the 4th Industrial Revolution working with companies such as IBM, TCS and Publicis.Sapient. Conscious Encounters July 13, 2016 at 7:13 am Reply Great information. The communication was so strange though. Maybe its cause these guys have freezin ass wind rustinlin them about… The interviewer sounds extremely nervous NyarlathotepTheGreat July 21, 2016 at 7:40 am Reply can't wait, on youtube its needed, I always see unrelated content to what I am viewing. PoliceState July 28, 2016 at 11:52 pm Reply When does Google change their name to Skynet? Kris Anand August 2, 2016 at 10:43 am Reply nice seasong August 11, 2016 at 9:09 pm Reply Tom's shirt needs more anti-aliasing Sergio Arroyo August 16, 2016 at 10:36 am Reply so much insight Jordan Shackelford September 30, 2016 at 7:56 pm Reply Hello, I was wondering if someone could help me. I have a specific situation to which I would like to apply a machine learning algorithm, but I'm not sure which one to use. Let's say I have data from a bunch of transactions. I buy items and then resell them for a profit. So I have 4 main inputs for each transaction – 1)the amount of time it took me to buy the item, 2)the price I bought it for (relative to its market price, e.g. 0.97 or 97%), 3)the amount of time it took me to sell the item, 4)the price i sold it for (e.g. 103% of market price). So basically I'm looking for an algorithm that can tell me what buy price and what sell price should give me the most profit per unit of time. If I buy very low, I may make more profit off the transaction but it will take longer to find a seller. Same with selling – if I sell too high it will take a long time. I need to find that sweet spot. rajesh rao October 11, 2016 at 6:00 am Reply Aparna is sounding lame here. She is out of place in front of people like Jeff & john. She is sounding like a lame manager in IT companies who just throws jargons. It would have been great to have some real technical folks here. Smrutiranjan Tripathy October 14, 2016 at 8:26 pm Reply The wind noise spoils the mood to listen as well as watch…. prisoneroftech November 3, 2016 at 7:25 am Reply ML = Solving problems that your mind creates Kenn Taylor December 8, 2016 at 4:33 am Reply Is anyone working on a version of android that can be flashed onto older DSLRs, there must be universal translation methods for what the firmware and hardware can do, for example, could an old canon 20d possibly turn into a product that could capture video, I do believe anything is possible, I almost assume someone could create what I think very quickly, if not, then a when the different groups of mapped intelligence gets mapped in layers like in photoshop, I believe the power of AI revolves around the collective input of humanity. Either way, thanks google, for all the advancements. amazing. Hire me as an idea man, to find out who is good at what, and what can be done, this can be a worldwide collective and money can be a thing of the past. one love. Doeye Hof December 9, 2016 at 5:43 pm Reply Great company! Thanks Google David Battle December 16, 2016 at 6:51 pm Reply Ok, LOOOONG time AI fan here, like 1972 to present. I'm watching this video and one thing I haven't heard anyone say yet (by 26 minutes in), is the reason this AI "spring" is different from all previous AI springs is that this time, the HARDWARE to match human capabilities is actually available for a cost that is comparable to the cost of a human being. sakcee January 2, 2017 at 9:13 am Reply ugh! man, the woman is trying to talk loud the benefits of UI and just parroting some powerpoint bullets, the beard dude is meh we started 3 years ago and … error rates , error rates is the only thing you can say! and the foreign accent dude, it ain't no Manchester boiy. never disappoints me how many in-competents can get 130k+ jobs in valley. There is still hope for humanity! Eric Boreen January 7, 2017 at 4:35 pm Reply Please can somebody start building stools with an easy-to-reach water bottle holder. Second, why are the stools so tall? They're always so tall and I can't understand the logic of making a presenter perch themselves on something so far off the floor. hello January 12, 2017 at 4:13 pm Reply Great! Andrea Della Corte January 13, 2017 at 7:56 pm Reply "Ok" Everything Tech Review February 12, 2017 at 7:54 pm Reply Very cool. A beginner in the field of ai. I have to use caffe to support the existing architecture and trained network of my company. But, I really want to try tensorflow. '=Can you make a free way to train ai without a GPU or on your servers? FreeKnowledge1111 February 14, 2017 at 5:16 pm Reply on the thumbnail it looked like Snowden lol Zion Sky March 21, 2017 at 6:13 pm Reply 33:50 Liars. warren johnson March 23, 2017 at 6:39 pm Reply like with anything, it should be used in moderation. But we all know that, that won't happen. Ai is going to be the next best thing since sliced bread. unfortunately, it will be abused and implemented to the point of finalizing the dumbening (yes, that's a word now) of the human race. The machines won't implement a hostile take over. why, when we're giving it to them. Ultramajic April 5, 2017 at 11:21 pm Reply I'm witnessing some phase incoherence in his shirt. please help s1nisteR June 6, 2017 at 9:42 am Reply Ah, that Indian accent. Iman Rak August 28, 2017 at 6:29 am Reply 11:20 "what the hell, Riiight".😂 La September 5, 2018 at 1:39 am Reply congratulations, great commercial Amar Kumar August 16, 2019 at 2:10 pm Reply Can we have a toggle switch on our devices to turn "Machine Learning" on and off as we desire? Leave a Reply Cancel Save my name, email, and website in this browser for the next time I comment.