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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]

I don't have this big concern about โ€“ I don't really believe that Skynet is going to take over or the internet is going to suddenly become conscious and kill us all.

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

In part because AI is not that advanced, but also because we are still in the position where we specify the goals of the system.

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

And that will likely continue for a very long time.

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

And it will always be the case that these systems are subject to review.

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

We will always keep an eye on them.

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

They will always, at least initially, be released in relatively restricted domains where we're keeping a close eye on what it is that they are and are not doing.

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

so I don't worry too much about like the going rogue.

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

I worry a lot more about somebody building, you know, it's sort of like a virus, which we already have to deal with.

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

Like somebody builds like some insane virus and like takes down the internet.

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

I'm more worried about malicious human actors than I am malicious AI actors, because at the end of the day, all of these algorithms, they simply do what they are told.

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

We train them.

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

We tell them, here's your objective function.

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

As long as we are specifying the objective function and we understand the objective function, we're probably going to be OK.

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

I think the safest way to deal with AI concerns is to tell people, hey, look, this AI is just doing what we told it to.

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

We set it up to make really good predictions.

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

and to achieve these outcomes.

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

Now, is it dangerous to specify these outcomes without being very, very, very careful?

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

Yes, it is.

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

This is the whole like, hey, Skynet, end world hunger, and it kills all humans.