October 2022
Intermediate to advanced
188 pages
4h 26m
English
book
Neural Search - From Prototype to Production with Jina
by Bo Wang, Jina AI, Cristian Mitroi, Feng Wang, Shubham Saboo, Susana Guzmán
Content preview from Neural Search - From Prototype to Production with Jina
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5
Multiple Search Modalities
With the benefits of deep learning and artificial intelligence, we can encode any kind of data into vectors. This allows us to create a search system that uses any kind of data as a query and returns any kind of data as a search result.
In this chapter, we will introduce the rising topic of the multimodal search problem. You will see different data modalities and how to work with them. You will see how text, images, and audio documents can be transformed into vectors, and how to implement search systems independently of the data modality. You will also see the differences between the concepts of multimodality and cross-modality.
In this chapter, we’re going to cover the following main topics:
- How to represent documents ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.