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Dr. Jeff Beck

๐Ÿ‘ค Speaker
455 total appearances

Appearances Over Time

Podcast Appearances

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

Pure empirical inquiry does run risks like that, but I think that that's not the biggest issue.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

I think what we need to do is we just need to have a nice, concise framework for saying, oh, look.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

I'll give you an example.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

We had this problem that popped up a while back.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

A gentleman we were talking to is, you've got these robots, and the robots see something they've never seen before.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

And, you know, so a robot is like running around.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

It comes across like a beach ball.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

I've never seen a beach ball in its entire life.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

And what you'd like is you'd like the robot to know how to figure out that it's a beach ball and to figure out what its properties are.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

And if you tell the robot, like, like if you see something new, just stop.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

But you're kind of then that's that's no good.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

What you really want to do is you want to figure out a relatively non-invasive procedure for the robot to do what a child would do.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

What does a kid do when they see a beach ball?

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

They run up and they poke it and they say, oh, right, yeah, and then it moved.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

It actually experiments with its environment for the purposes of identifying the properties of the objects that exist in it.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

Now, I do think we probably want to test this out virtually before it's deployed in the real world because you never know, it might very well be that the optimal experiment is to run up and kick it as hard as you possibly can.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

And we certainly want to avoid that.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

But something along those lines, a robot that is able to test the theories that it has about how things work in an online way and learn from those results in an online way is definitely part of the goal.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

Right.

Machine Learning Street Talk (MLST)
VAEs Are Energy-Based Models? [Dr. Jeff Beck]

I mean, offloading your thinking onto a machine, which is something that AI allows, is potentially a big problem.