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Brian O'Grady

๐Ÿ‘ค Speaker
273 total appearances

Appearances Over Time

Podcast Appearances

Coder Radio
641: Qdrant's Brian O'Grady

It's kind of unclear.

Coder Radio
641: Qdrant's Brian O'Grady

Now, a word standalone bat, that doesn't tell you much information, but how people are normally interacting with search bars these days is they're kind of

Coder Radio
641: Qdrant's Brian O'Grady

inputting these more like freeform queries that somehow give context, like what the person means when they say bat.

Coder Radio
641: Qdrant's Brian O'Grady

But the issue with keyword search is that it is not able to understand like the actual context.

Coder Radio
641: Qdrant's Brian O'Grady

It's just sort of doing like a

Coder Radio
641: Qdrant's Brian O'Grady

short of exact match for keywords, right?

Coder Radio
641: Qdrant's Brian O'Grady

And then returning results based on sort of statistics and not really trying to understand, quote unquote, the meaning of the search.

Coder Radio
641: Qdrant's Brian O'Grady

So the real advancement that happened in the late 10s and earlier in this decade

Coder Radio
641: Qdrant's Brian O'Grady

was this ability to take text and encode its meaning structurally into something called an embedding, which is also known as like a vector.

Coder Radio
641: Qdrant's Brian O'Grady

So this is where vector search comes in.

Coder Radio
641: Qdrant's Brian O'Grady

So rather than saying, hey, you know, just look for results that contain, like I type in to, you know, another good example might be, let's say I'm using like DoorDash.

Coder Radio
641: Qdrant's Brian O'Grady

And I want to type in the search, like tasty fast food burgers within five miles.

Coder Radio
641: Qdrant's Brian O'Grady

Right.

Coder Radio
641: Qdrant's Brian O'Grady

Like that might be something I might say to DoorDash.

Coder Radio
641: Qdrant's Brian O'Grady

Rather than trying to go ahead and look at all these words that are in there and try to match them to results.

Coder Radio
641: Qdrant's Brian O'Grady

Like if I look for tasty.

Coder Radio
641: Qdrant's Brian O'Grady

Right.

Coder Radio
641: Qdrant's Brian O'Grady

And then try to match it to a result.

Coder Radio
641: Qdrant's Brian O'Grady

You know, that's kind of odd.

Coder Radio
641: Qdrant's Brian O'Grady

Like what kind of results actually have.