Neural Search – From Prototype to Production with Jina: Build deep learning–powered search systems that you can deploy

Neural Search – From Prototype to Production with Jina: Build deep learning–powered search systems that you can deploy Jina AI Bo Wang Cristian Mitroi Feng Wang Shubham Saboo Susana Guzmán
Implement neural search systems on the cloud by leveraging Jina design patternsKey Features
Identify the different search techniques and discover applications of neural searchGain a solid understanding of vector representation and apply your knowledge in neural searchUnlock deeper levels of knowledge of Jina for neural searchBook Description
Search is a big and ever-growing part of the tech ecosystem. Traditional search, however, has limitations that are hard to overcome because of the way it is designed. Neural search is a novel approach that uses the power of machine learning to retrieve information using vector embeddings as first-class citizens, opening up new possibilities of improving the results obtained through traditional search.
Although neural search is a powerful tool, it is new and finetuning it can be tedious as it requires you to understand the several components on which it relies. Jina fills this gap by providing an infrastructure that reduces the time and complexity involved in creating deep learning–powered search engines. This book will enable you to learn the fundamentals of neural networks for neural search, its strengths and weaknesses, as well as how to use Jina to build a search engine. With the help of step-by-step explanations, practical examples, and self-assessment questions, you’ll become well-versed with the basics of neural search and core Jina concepts, and learn to apply this knowledge to build your own search engine.
By the end of this deep learning book, you’ll be able to make the most of Jina’s neural search design patterns to build an end-to-end search solution for any modality.What you will learn
Understand how neural search and legacy search workGrasp the machine learning and math fundamentals needed for neural searchGet to grips with the foundation of vector representationExplore the basic components of JinaAnalyze search systems with different modalitiesUncover the capabilities of Jina with the help of practical examplesWho
… Categories:
Computers – Applications & Software
Year:
2022
Language:
english
Pages:
188
ISBN 10:
1801816824
ISBN 13:
9781801816823
File:
37 MB