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Neural Search - From Prototype to Production with Jina

You're reading from  Neural Search - From Prototype to Production with Jina

Product type Book
Published in Oct 2022
Publisher Packt
ISBN-13 9781801816823
Pages 188 pages
Edition 1st Edition
Languages
Authors (6):
Jina AI Jina AI
Profile icon Jina AI
Bo Wang Bo Wang
Profile icon Bo Wang
Cristian Mitroi Cristian Mitroi
Profile icon Cristian Mitroi
Feng Wang Feng Wang
Profile icon Feng Wang
Shubham Saboo Shubham Saboo
Profile icon Shubham Saboo
Susana Guzmán Susana Guzmán
Profile icon Susana Guzmán
View More author details

Table of Contents (13) Chapters

Preface Part 1: Introduction to Neural Search Fundamentals
Chapter 1: Neural Networks for Neural Search Chapter 2: Introducing Foundations of Vector Representation Chapter 3: System Design and Engineering Challenges Part 2: Introduction to Jina Fundamentals
Chapter 4: Learning Jina’s Basics Chapter 5: Multiple Search Modalities Part 3: How to Use Jina for Neural Search
Chapter 6: Building Practical Examples with Jina Chapter 7: Exploring Advanced Use Cases of Jina Index Other Books You May Enjoy

Summary

In this chapter, we have discussed the fundamental tasks to build a neural search system, which are the indexing and querying pipelines. We looked into both of them and introduced the most challenging part, such as encoding and indexing.

You should have basic knowledge of the basic building blocks of indexing and querying, such as preprocessing, encoding, and indexing. You should also notice that the quality of the search results highly depends on the encoder, while the scalability of the neural search system highly depends on the indexer and the most popular algorithms behind the indexer.

As you need to build a production-ready search system, you will realize that purely relying on the basic building blocks is not enough. As a search system is complex to implement, it is always needed to design and add your own building blocks to the indexing and querying pipeline, in order to bring better search results.

In the next chapter, we will start to introduce Jina, the...

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