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Rana el Kaliouby

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2022-09-21
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2022-09-21
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  1. Because drinking is one of those things that's funny and hilarious and loves, so on and so forth, but it's also the thing that hurts a lot of people. Like a lot of people, like alcohol is one of those things. It's legal, but it's really damaging to a lot of lives. It destroys lives. And not just in the driving context. I should mention people should listen to Andrew Huberman, who recently talked about alcohol. He has an amazing podcast. Andrew Huberman is a neuroscientist from Stanford and a good friend of mine. He's like a human encyclopedia about all health related wisdom. So, you have this a podcast. You would love it.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  2. Yeah, the ethics of collecting a data set where people are drunk is tricky. Was just funny because, I mean, let's put drunk driving aside, the number of drunk people in the world every day is very large. It'd be nice to have a large data set of drunk people getting progressively drunk. In fact, you could build an app where people can donate their data because it's hilarious.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  3. Exactly The whole point. Personalization. In every way depersonalization. You were a part of a webinar titled Advancing Road Safety, the State of Alcohol Intoxication Research. So for people who don't know, every year one point three million people are around the world die in road crashes and more than 20% of these fatalities are estimated to be alcohol related. A lot of them are also distraction related. Can AI help with the alcohol thing?

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  4. Yeah, you were happier the next day And, but yeah, but then again, if you're the kind of person that gets better from negative comments, you could say like, hey, remember that wedding you're going to? Want to fit into that dress? Remember about that? Let's think about that before you're eating this. Probably that would work for me, like a refrigerator that is just. Ruthless at shaming me. I would, of course, welcome it. That would work for me.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  5. But not like a generic one. But a reminder that last time you chose the carrots you smiled seventeen times more than I said.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  6. But I mean, I just think that there's opportunities there. I mean, maybe not locking down for our systems that are such. We use a lot of us, a lot of people that commute use their carvings in the day. A lot of us use a refrigerator every single day, the microwave every single day. We just feel like certain things could be made more efficient, more enriching, and AI is there to help. Just basic recognition of you as a human being about your patterns, about what makes you happy, not happy and all that kind of stuff. And the car, obviously.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  7. It's like late at night, just no listen, listen. I know I told you an hour ago It's just not a good idea, but just listen things have changed. I could just imagine a bunch of stuff being made up just to convince.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  8. Yeah. No, but here's the thing, do you regret having, like, let's say, not the next day, but thirty days later. What would you like the refrigerator to have done then?

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  9. I mean, to have that even that little step of relationship with a car, I think is incredible. Of course, you have to get the privacy right. You have to get all that kind of stuff right. I wish I honestly, you know, people are paranoid about this, but I would like a smart refrigerator. We have such a deep connection with food. A human civilization, I would like to have a refrigerator that would understand me that, you know, I also have a complex relationship with food because pig out too easily and all that kind of stuff. So maybe I want the refrigerator to be like, are you sure?

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  10. Yeah, like, why are you taking this route? You've always unhappy when you take this route. You're always happy when we take this alternative route. Take that route instead

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  11. They think the best way I can serve the human is by doing the best perception and control I can, by looking at the external environment, keeping the humans safe. But, like, there's a huge, I'm here I need to be noticed Interacted with and understood and all those kinds of things. Even just on a personal level for entertainment, honestly, for entertainment.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  12. What is it? I honestly think, I honestly think it goes back to the robotics thing we were talking about, which is like great engineers. Are building these AI systems just are afraid of the human being.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  13. But that said, there's no reason not to have driver sensing on top of that. I feel like that's going to Allow you to do that dance that you're currently doing without driver sensing, except the touching the steering wheel to do that even better. I mean, the possibilities are endless and the machine learning possibilities are endless. It's such a beautiful... Also, constrained environment, so you could do a much more effective than you can with the external environment. Environment is full of weird edge cases and complexities. Inside, there's so much, it's so fascinating, such a fascinating world. I do hope that companies like Tesla and others, even Waymo, Which I don't even know if Waymo is doing anything sophisticated inside the

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  14. There's a disagreement for the longest time I've had with Elon that this is obvious that this should be in the Tesla from day one. And it's obvious that driver sensing is not a hindrance. It's not obvious. I should be careful. Having studied this problem, nothing is really obvious. But it seems very likely a driver sensing is not a hindrance to an experience. It's only enriching to the experience. And likely increases the safety. That said, it is very surprising to me just having studied Semiatano's driving, how well humans are able to manage that dance. Because it was the intuition before you were doing that kind of thing that Humans will become just incredibly distracted. They would just like let the thing do its thing. But they're able to, you know, because it is life and death. Right. And they're able to manage that somehow.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  15. I mean, of course, you could do that kind of stuff with a two year delay, but it's tougher. Right. Yeah. Um, Do you think Tesla or Waymo or some of these companies that are doing semi- or foli autonomous driving should be doing driver sensing? Are you thinking about that kind of stuff? So, not just how we can enhance the in-cab experience for cars that are manually driven, but the ones that are increasingly more autonomously driven.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  16. Especially because to me, that's actually going to increase two things increase safety. Because you can update much faster, but also increase the effectiveness of folks like you who dream about enriching the human experience. With AI because you can just like. There's a feature that you want. Like a new emoji or whatever, like the way TikTok releases filters, you can just release that or in car. In car stuff. But yeah, that's definitely.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  17. It's not reliable Because you know how much it costs if we have to recall these cars. And there's an understandable obsession with safety. But the downside of an obsession with safety is the same as being obsessed with safety as a parent. It's like if you do that too much, you limit the potential development and the flourishing in that particular aspect, human being. But in this particular aspect, the software, the artificial neural network of it. But it's tough to do. It's really tough to do culturally and technically, like the deployment, the mass deployment of software is really, really difficult. But I hope that's where the industry is doing. One of the reasons I really want Tesla succeeds is exactly about that point. Not autopilot. The electrical vehicle, but the softwarization. Of basically everything but cars.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  18. Oh, definitely. I think one of the biggest inventions or imperatives created by Tesla is, like, to me personally, okay, people are going to complain about this, but I know electric vehicle, I know autopilot AI stuff. To me, the software over there software updates is like the biggest revolution in cars. And it is extremely difficult to switch to that because it is a culture shift. At first, especially if you're not comfortable with it, it seems dangerous. Like there's an approach to cars. It's so safety focused for so many decades that like, what do you mean we dynamically change code? The whole point is you have a thing that you test like.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  19. And anyone who's focused on cost, it's like, all right, do you hate fun? Let's just have some fun. Let's figure out the most fun thing we can do in the worry about costs later. But I think because the way the car industry works, I mean, it's a very Thin margin that you get to operate under, so you have to really, really make sure that everything you add to the car makes sense financially. So anyway, is this new industry, especially at this scale of Smart Eye, does it hold any lessons for you?

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  20. That for many people, they don't get anywhere else. And it's a little box that's like a psychology experiment because it feels like the angriest many humans in this world get is inside the car. It's so interesting. So it's such an opportunity to explore how we can enrich how companies can enrich that experience. And also as the cars get become more and more automated, there's more and more opportunity the variety of activities that you can do in the car increases. So it's super interesting. So, I mean, on a practical sense, Smart Eye has been selected, at least I read by 14 of the world's leading car manufacturers for ninety four car models. It's in a lot of cars. How hard is it to work with car companies? So they're all different. They all have different needs. The ones I've gotten a chance to interact with are very focused on cost.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  21. So, I mean, there's a lot of questions. It's a really exciting space, especially to me. I just find a fascinating problem. It could enrich the experience in the car in so many ways, especially because we spend still, despite COVID, I mean, COVID changed things so it's in interesting ways, but I think the world is balancing back. And we spent so much time in the car, and the car is such a weird little world we have for ourselves. People do all kinds of different stuff. Listen to podcasts. They think about stuff. They get angry. They get phone calls. It's like a little world of its own with a kind of privacy.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  22. Just hit it off. Yeah. So they're a respected, very respected in the automotive sector of delivering products and increasingly sort of better and better and better for, I mean, maybe you could speak to that, but it's the driver sensing for basically having a device that's looking at the driver and it's able to tell you where the driver is looking.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  23. And also that that leader is not going to be a puppet of a larger machine, but they actually have a significant role in defining the culture and the way the company operates. So anyway, but we should definitely scrutinize companies on that aspect. But I'm personally excited about that future, but also even if you're not, it's coming. So let's figure out how to do it in the least painful The most positive

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  24. Yeah, so I think it's really empowering as long as you can walk away. As long as you can delete the data or know how the data, it's an opt-in or at least the clarity of like. What is being used for the company, and I think as CEO or leaders are also important about that, like you need to be able to trust the basic humanity of the leader.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  25. Where the data is going, how the data is being collected. Because I think, and this is one of the lessons of social media, that I think we should demand full control and transparency of the data on those things.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  26. Yeah, I think, first of all, obviously, the future, in my perspective Second of all, I think there's a lot of trajectories that that becomes an exciting future, but I think everyone should feel very uncomfortable about how much they know about the company.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  27. But I think those are really, I honestly think some of that, some of it is Hollywood, but some of that is features from an engineering perspective, not a bug. I think AI systems that can leave us now, this is for more social robotics than it is for anything that's Useful, like I hated if Wikipedia said, you know, I need a break right now. Right, right, right, right, right, right. I'd like, no, no, I need you. But if it's just purely...

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  28. Tells you about the weather. It doesn't do the intimate deep connection. And I think there is something really powerful about that the intimacy of a connection with an AI system that would have to respect and play the human game of jealousy, of love, of heartbreak and all that kind of stuff, which Sametha does seem to be pretty good at. I think she, this AI system, knows what it's doing.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  29. And from a computer perspective, that doesn't take anything away from what we have. It's like you getting jealous of Windows 98 for being used by millions of people.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  30. When he realized, which is such a human thing of jealousy, when you realize that Samantha was talking to like thousands of people.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  31. That Samantha starts feeling a bit of a distance and basically leaves Theodore. You don't think that's a good feature? You think that's a bug or a feature?

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  32. So that's a great thing at a company that works emotionally at, right? I mean, like celebrating humanity in general, broadly speaking. Yeah. And that's a great thing to have in a company that works on AI because that's not often the thing that's celebrated in AI companies often just raw, great engineering, just celebrating the humanity. That's great, especially from a leadership position. Well, what do you think about the movie Her? Me ask you that before I talk before I talk to you about, because it's not affectiva is and was not just about emotion, so I'd love to talk to you about Smart Eye, but before that, let me just jump in. The movie Do you think we'll have a deep, meaningful connection with increasingly deep and meaningful connections with computers? Is that a compelling thing to you?

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  33. Humans are fascinating, aren't they? With the whole face thing just means so many things. From humor to sarcasm to everything, the whole thing. Some things we can help, some things we can't help at all. In all the years of leading affectiva, an emotion recognition company like we talked about, what have you learned about emotion, about humans, and about AI? Big sweeping questions

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  34. That's a projection of emotion that at least in part is the inner state is captured in some meaningful way on the human face.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  35. Yeah. And after that, we can go for ice Anyway, I'm working on this old parenting thing. I haven't figured it out. Okay. What were we talking about? Yes, affectiva, the problem of emotion. Emotion in Texas. So there's some people, maybe we can just speak to that a little more where there's folks like Lisa Feldman Barrett that Challenge this idea that emotion could be fully detected or even well detected from the human face so that there's so much more to emotion. What do you think about? Ideas like hers, criticism like hers.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  36. So, yeah, I mean, I'm definitely when I have kids, I'm going to drive them out into the woods. And then they have to survive and figure out how to make their way back home. Like 20 miles out.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  37. And then they'll be like some stuffed toy you got or some or the new PlayStation or something or some silly little thing. So I think they just were designed that way. They want to mess with your head. But definitely kids are very impacted by, it seems like sort of negative events So minimizing the number of negative events. Important, but not too much, right? You can't just discipline and challenge and all those kinds of things.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  38. Yeah, that one is weird because it seems like kids remember the weirdest things. I've seen parents Do incredible stuff for their kids, and they don't remember any of that. They remember some tiny, small, sweet thing A parent did.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  39. Yeah, I think that's really fascinating. I think that's, um, That kind of holds the key to. To a future where entertainment or content is both entertaining and I don't know, makes you better. Empowering in some way. So figuring out like. Showing people's stuff that entertains them, but also they're happy they watched 30 days from now because they've become a better person because of it.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  40. So the one guy listening now on the beach in Brazil, please record a video of yourself listening to this and send it to me and then I'll interview 30 days from now.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  41. I think there's value to silence, there's value to the boring bits. I mean, all some of the greatest movies ever, some of the greatest stories ever told me that boring bits. Seemingly boring bits. I don't know. I wonder about that. Of course, it's not that the human face can capture that either. It's just giving an extra signal. I don't know, you have to really collect deeper long-term data about what was meaningful to people when they think 30 days from now what they still remember, what moved them, what changed them, what helped them grow. That kind of stuff

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  42. And I think that's in aggregate for YouTube, at least a pretty powerful signal. I worry about what that leads to Because. Looking at YouTubers that are kind of really care about views and try to maximize the number of views, I think they, when they say that the video should be constantly interesting, Which seems like a good goal. I feel like that leads to this manic pace of a video. Like the idea that I would speak at the current speed that I'm speaking, I don't know.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  43. It's still really, really useful data. I wonder how that compares to YouTube and other places will use is obviously they don't have, for the most case, they don't have that kind of data. They have the data of when people I switched drop off.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  44. Or you don't even have to look at the, I mean, yes, the data is how you fix it, but then you just look at the behavior of the system. And you realize. Holy crap, this thing is kind of racist. Like, why is that? And then you look at the days, like, okay, and then you start to realize that. I think that some much more effective way to To be introspective as a society than through sort of. Political discourse. AI kind of Because people are easy. People are for some reason more productive and rigorous in criticizing AI than they're criticizing each other. So I think this is just a nice method for studying society and see which way progress lies. Anyway, what we're talking about you're watching the problem of watching Netflix embed or elsewhere and seeing which parts are exciting, which parts are boring. You're saying that's

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  45. Yeah, I'm not, you know, I know people, it's very important to worry about that, but the worry is an emergent phenomena to me, which is a very good one because I think these systems are actually By encoding the data that exists, they're revealing the bias that in society for teaching us what the bias is, therefore we could now improve that bias within the system. So they're almost like putting a mirror to ourselves.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  46. Of, like, wait a minute, you can take the phone out of some other Place than your pocket. So, anyway, that's a funny thing when you're concerning people laying a bed, watching a phone, you have to consider. Diversity in all its forms, depending on the problem, depending on the context.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  47. She's the best. So, but anyway, and there was one female brilliant female engineer on the team, and she was the one that actually highlighted the fact that women often don't have pockets. And I was like, whoa, that was not even a category in the code.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  48. There was an interesting thing when I was at Google that we were It's called active authentication where you want to be able to unlock your phone without using a password. So it would face, but also other stuff like the way you take a phone out of the pocket. So that kind of data use the multimodal with machine learning to be able to identify that it's you or likely to be you, likely not to be you, that allows you to not always have to enter the password. That was the idea. But the funny thing about that is I just want to tell a small anecdote because it was all male engineers. Except my boss is Our boss was still one of my favorite humans, was a woman, Regina Dugan.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  49. Yeah, and nobody looks good at. I've seen data sets from that perspective. It's like, this is not a good look for anyone. Or if you're laying in bed at night, what is it? Side view or something. And half your face is like on a pillow. Actually, I would love to know how data about How people watch stuff in bed at night. Like, do they prop there? Is it a pillow? I'm sure there's a lot of interesting dynamics.

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source

  50. You're able to, in a high resolution way, specify the context, there's certain things that are going to be somewhat reliable signals of something like drowsiness or happiness or stuff like that. I mean, when people are watching Netflix. That's a really compelling idea that you can kind of, at least in aggregate, think. Highlight which part was boring, which part was exciting, how hard was that problem?

    2022-09-21 · Lex Fridman Podcast · #322 – Rana el Kaliouby: Emotion AI, Social Robots, and Self-Driving Cars · IDENTIFIED FROM THE TRANSCRIPT · source