"all right everyone so today we have Tim Wong uh and we are live from Tim Wong's apartment in San Francisco um all right man so I think the easiest way to do this is just introduce yourself okay cool u..."

"but there's increasingly a lot of people trying to figure out like what the social impa of the technology will be and I would say policy really sits at that interface between these really cool technol..."

"things about machine learning is that there's like lots of potential points of failure and like I think every single interesting point of failure is being investigated right now um but I mean one of t..."

"data are you seeding into that image to make it think it's giraff well a lot of it I think is basically you're editing particular pixels within the image that we know will set off the machine to behav..."

"itely will automated but that's aacy because certain cases like you may really worry about the security of your systems right so if someone for example can like hold up a photo and cause like a securi..."

"think it's a it's a material issue right now like there's a gap between product understanding and like actual deep research yeah that's right and I I say this to a lot of people like you know everybod..."

"there's also one really cool interface between VR and AI that's happening right now where the whole idea is like uh there's a project called uh Universe from open Ai and another project called Deep Mi..."

"scale and so like I mean it's cool seeing ycr and a couple other places like experiment with this mhm and so where um where is attration happening then with all these experiments like I it seems very ..."

"you want to know anything about machine learning we got people who can tell you about that now we have to marry that up with people who have a good understanding of how this will impact Society either..."

"think you know the phase of what to do about it is still on its way right so that you like give them you know the PowerPoint deck and they're like oh okay I kind of get how this works and then they go..."

"is like kind of an interesting scenario to consider but like right like there's a lot of like core near-term problems that need to be dealt with and I think that was one thing they did that was very u..."

"like the Fidelity of it is shocking just in like one year right right and so it's gotten like way better which I think is super interesting um I think the other thing is also like trying to figure out..."

"from like the very first moment you step into a classroom which I think is like a super compelling idea because it was always thought of like oh machine learning is just going to become this complemen..."

"I actually think that there's actually like a ton of room for competition here and it' be interesting to see how all the various companies find their niches in the space um I think there's two really ..."

"question of like how this actually becomes like effectively part of product oh well absolutely I mean um we did an interview at Buu and it may or may not come out before years uh so we might do like a..."

"get like the nerdy people interested in it to sell it to raise the money if you're going to do Venture back or whatever uh but then your end user is like why am I paying all this money for this like c..."

"flowing into the cloud and the idea was basically like the the local model would update and it would share its learnings with all the other devices in the network um and it's like a really interesting..."