A Quote by Geoffrey Hinton

We now think of internal representation as great big vectors, and we do not think of logic as the paradigm for how to get things to work. We just think you can have these great big neural nets that learn, and so, instead of programming, you are just going to get them to learn everything.
The paradigm for intelligence was logical reasoning, and the idea of what an internal representation would look like was it would be some kind of symbolic structure. That has completely changed with these big neural nets.
Now that neural nets work, industry and government have started calling neural nets AI. And the people in AI who spent all their life mocking neural nets and saying they'd never do anything are now happy to call them AI and try and get some of the money.
People think that it is important to learn by assisting the great photographers. I say that is a big mistake. Be happy; just learn from any little guy. Learn how to use the camera - you don't need anything else. You can't be taught the real skill anyway.
You just can never count on a formula, on a movie that you think is going to be a big hit, and that's why you do it. You have to choose each one for what you think you'll learn and the fun you'll have. And maybe the cool people that you work with or a character that you're going to be able to explore ... You just keep your fingers crossed.
You are what you think. So just think big, believe big, act big, work big, give big, forgive big, laugh big, love big and live big.
It's not that demanding. It's fun. That's one of the great things about being an actor. You get to learn all these things normal people don't get to learn. Going through hallways where it's basically like S.W.A.T. tactical stuff. Around hallways, how to cross, how to signal everyone. Then how to hold a gun, holster the gun - everything.
Being the actors of the craft, the trade, one of the big things you do and you learn is about repeating. There is something to the repeats. I think that is part of what is healthy to young actors. Get out and learn something just through doing that, repeating.
You learn from music, from watching great athletes at work - how disciplined they are, how they move. You learn these things by watching a shortstop at work, how he concentrates on one thing at a time. You learn from classic music, from the blues and jazz, from bluegrass. From all this, you learn how to sustain a great line without bringing in unnecessary words.
You really get caught up in this system of the world - the Instagram world, society - we really get caught up in what our friends want and what our jobs want. I think the priority in life is to feel secure and safe and solid, truly. Just feeling good, just being okay with sitting alone. I think that's a big thing people need to realize and get used to that it's okay to be alone. It's good to be alone, and you need to be able to sit by yourself and just be peaceful and silent, and learn to read a book again; learn to just be. It's hard to be when you are so used to static input.
I think time travel is really tricky. But if there's a logic and a complete and well-thought-through paradigm for it, I think it can be really interesting. Some of my favorite time-travel movies just make me think and, you know, the 'what if' question becomes a big one.
I think I just pick really smart and motivated people to work with - people who are probably going to do great things anyway - and I just teach them what I know, maybe teach them how to think a little clearer than they did before, and then off they go.
The bigger we get, I think the more it's changing things, which is great, but we didn't set out to do that. We just wanted to be as big as we possibly could be.
When you are on a major record label, you're just forced to think big. You are forced to think about things like "how many radio spins did we get this week?" or "how many albums did we sell across the country. Being independent, you are just focused on the city that you are playing in tonight. How many people can I meet and become friends with tonight. That's one of the great things about being an independent artist.
I don't think I've ever met any single person who has been vulgar. But you know, you learn along the way that some people are going to be very generous, and other people... It's just not innate within them. Sometimes I think you just have to decide if you're going to stand up and get on with it or if you're going to be crushed and threatened.
You start out with big dreams and I mean, big dreams artistically. You want to work with the greatest living directors, make a great movie. I wanted to make a great love story, I wanted to make a great epic and then you realize that the truth of it is that it's so hard to make a great film. It's hard to get a great role. Those big expectations change to realism pretty quickly. But what's never changed is my desire to work with great directors and to find projects that push me out of my comfort zone and keep me alive. I still don't think I've done my best work
It's been great. I've been very lucky to work with more experienced actors early on in my career because I get a chance to learn from them. There is so much you can learn from them. You can just follow them and you'll be pretty safe.
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