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

Product typeBook
Published inOct 2022
PublisherPackt
ISBN-139781801816823
Edition1st Edition
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Authors (6):
Jina AI
Jina AI
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Jina AI

Jina AI is a neural search company that provides cloud-native neural search solutions powered by AI and deep learning. It provides an open-source neural search ecosystem for businesses and developers, enabling everyone to search for information in all kinds of data with high availability and scalability.
Read more about Jina AI

Bo Wang
Bo Wang
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Bo Wang

Bo Wang is a machine learning engineer at Jina AI. He has a background in computer science, especially interested in the field of information retrieval. In the past years, he has been conducting research and engineering work on search intent classification, search result diversification, content-based image retrieval, and neural information retrieval. At Jina AI, Bo is working on developing a platform for automatically improving search quality with deep learning. In his spare time, he likes to play with his cats, watch anime, and play mobile games.
Read more about Bo Wang

Cristian Mitroi
Cristian Mitroi
author image
Cristian Mitroi

Cristian Mitroi is a machine learning engineer with a wide breadth of experience in full stack, from infrastructure to model iteration and deployment. His background is based in linguistics, which led to him focusing on NLP. He also enjoys, and has experience in, teaching and interacting with the community, and has given workshops at various events. In his spare time, he performs improv comedy and organizes too many pen-and-paper role-playing games.
Read more about Cristian Mitroi

Feng Wang
Feng Wang
author image
Feng Wang

Feng Wang is a machine learning engineer at Jina AI. He received his Ph.D. from the department of computer science at the Hong Kong Baptist University in 2018. He has been a full-time R&D engineer for the past few years, and his interests include data mining and artificial intelligence, with a particular focus on natural language processing, multi-modal representation learning, and recommender systems. In his spare time, he likes climbing, hiking, and playing mobile games.
Read more about Feng Wang

Shubham Saboo
Shubham Saboo
author image
Shubham Saboo

Shubham Saboo has taken on multiple roles, from a data scientist to an AI evangelist, at renowned firms across the globe, where he was involved in building organization-wide data strategies and technology infrastructure to create and scale data teams from scratch. His work as an AI evangelist has led him to build communities and reach out to a broader audience to foster the exchange of ideas and thoughts in the burgeoning field of AI. As part of his passion for learning new things and sharing knowledge with the community, he writes technical blogs on the advancements in AI and its economic implications. In his spare time, you can find him traveling the world, which enables him to immerse himself in different cultures and refine his worldview.
Read more about Shubham Saboo

Susana Guzmán
Susana Guzmán
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Susana Guzmán

Susana Guzmán is the product manager at Jina AI. She has a background in computer science and for several years was working at different firms as a software developer with a focus on computer vision, working with both C++ and Python. She has a big interest in open source, which was what led her to Jina, where she started as a software engineer for 1 year until she got a clear overview of the product, which made her make the switch from engineering to PM. In her spare time, she likes to cook food from different cuisines around the world, looking for her new favorite dish.
Read more about Susana Guzmán

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Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

AlphaFold 37

AlphaFold2 37

AlphaGo 13

Alpha Zero 13

angular distance 27

app.py file, fashion image search 114-116

app.py file, multimodal search 125-127

app.py file, Q/A chatbot 104-107

Approximate Nearest Neighbor (ANN) search 16, 44, 45

artificial neural network (ANN) 18

Average Precision (AP) 55

B

Bag-of-Visual-Words (BoW) 13

bag-of-words 29, 30

basic operations, DocumentArray

elements, accessing 75

elements, filtering 76, 77

elements, sorting 75

Bidirectional Encoder Representations from Transformers (BERT) 34, 96

bin index 50

bit vector 21

bit vector representation

document, encoding into 21-23

bm-25 10

C

chunking 144

city-block distance 27

classification 13

Codex model 37

compound words

decomposing...

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Authors (6)

author image
Jina AI

Jina AI is a neural search company that provides cloud-native neural search solutions powered by AI and deep learning. It provides an open-source neural search ecosystem for businesses and developers, enabling everyone to search for information in all kinds of data with high availability and scalability.
Read more about Jina AI

author image
Bo Wang

Bo Wang is a machine learning engineer at Jina AI. He has a background in computer science, especially interested in the field of information retrieval. In the past years, he has been conducting research and engineering work on search intent classification, search result diversification, content-based image retrieval, and neural information retrieval. At Jina AI, Bo is working on developing a platform for automatically improving search quality with deep learning. In his spare time, he likes to play with his cats, watch anime, and play mobile games.
Read more about Bo Wang

author image
Cristian Mitroi

Cristian Mitroi is a machine learning engineer with a wide breadth of experience in full stack, from infrastructure to model iteration and deployment. His background is based in linguistics, which led to him focusing on NLP. He also enjoys, and has experience in, teaching and interacting with the community, and has given workshops at various events. In his spare time, he performs improv comedy and organizes too many pen-and-paper role-playing games.
Read more about Cristian Mitroi

author image
Feng Wang

Feng Wang is a machine learning engineer at Jina AI. He received his Ph.D. from the department of computer science at the Hong Kong Baptist University in 2018. He has been a full-time R&D engineer for the past few years, and his interests include data mining and artificial intelligence, with a particular focus on natural language processing, multi-modal representation learning, and recommender systems. In his spare time, he likes climbing, hiking, and playing mobile games.
Read more about Feng Wang

author image
Shubham Saboo

Shubham Saboo has taken on multiple roles, from a data scientist to an AI evangelist, at renowned firms across the globe, where he was involved in building organization-wide data strategies and technology infrastructure to create and scale data teams from scratch. His work as an AI evangelist has led him to build communities and reach out to a broader audience to foster the exchange of ideas and thoughts in the burgeoning field of AI. As part of his passion for learning new things and sharing knowledge with the community, he writes technical blogs on the advancements in AI and its economic implications. In his spare time, you can find him traveling the world, which enables him to immerse himself in different cultures and refine his worldview.
Read more about Shubham Saboo

author image
Susana Guzmán

Susana Guzmán is the product manager at Jina AI. She has a background in computer science and for several years was working at different firms as a software developer with a focus on computer vision, working with both C++ and Python. She has a big interest in open source, which was what led her to Jina, where she started as a software engineer for 1 year until she got a clear overview of the product, which made her make the switch from engineering to PM. In her spare time, she likes to cook food from different cuisines around the world, looking for her new favorite dish.
Read more about Susana Guzmán