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Jeff Kao

๐Ÿ‘ค Speaker
514 total appearances

Appearances Over Time

Podcast Appearances

Rust in Production
Radar with Jeff Kao

I think if you take any basic machine learning courses, you'll learn about decision trees.

Rust in Production
Radar with Jeff Kao

So the concepts are really the same.

Rust in Production
Radar with Jeff Kao

And essentially it's a way to do a couple of different functions versus classification.

Rust in Production
Radar with Jeff Kao

So if I receive an email, does it seem like a positive sentiment or a negative sentiment or a neutral sentiment?

Rust in Production
Radar with Jeff Kao

It does interpolation.

Rust in Production
Radar with Jeff Kao

So given the name and the country and I don't know, the sports that somebody does, try and guess their height.

Rust in Production
Radar with Jeff Kao

You know, it's like, you know,

Rust in Production
Radar with Jeff Kao

four feet to, I don't know, seven feet, something like that.

Rust in Production
Radar with Jeff Kao

And that's interpolation.

Rust in Production
Radar with Jeff Kao

It does learn to rank, which is particularly interesting.

Rust in Production
Radar with Jeff Kao

And as I mentioned, we do, you know, from the inverted index, we do ranking, which in some sense is like really just a primitive of classification.

Rust in Production
Radar with Jeff Kao

But essentially what it's saying is like, given this list of entities, which one has the highest rank and which one has the lowest rank?

Rust in Production
Radar with Jeff Kao

And you can really just think of that as like pairwise comparison.

Rust in Production
Radar with Jeff Kao

So like if I'm given, if I type in 841 Broadway,

Rust in Production
Radar with Jeff Kao

And I'm in this latitude and longitude.

Rust in Production
Radar with Jeff Kao

Is it referring to 841 Broadway in Brooklyn or 841 Broadway in Manhattan?

Rust in Production
Radar with Jeff Kao

And so that is essentially what learn to rank is.

Rust in Production
Radar with Jeff Kao

But you can apply it to more entities than just two.

Rust in Production
Radar with Jeff Kao

But really, it is just sort of classification if you think about it.