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You're reading from  Enterprise GENERATIVE AI Well-Architected Framework & Patterns

Product typeBook
Published inApr 2024
PublisherPackt
ISBN-139781836202912
Edition1st Edition
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Suvoraj Biswas
Suvoraj Biswas
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Suvoraj Biswas

Suvoraj Biswas is a Subject Matter Expert and thought leader in the Enterprise GENERATIVE AI and it's Architecture & Governance. Professionally, he works as a Solution Architect at a prominent Fortune 500 financial corporation. With an extensive Enterprise IT background spanning over 19+ years in countries like India, United States and Canada, he has held architectural positions & DevOps/DevSecOps Consultant at renowned companies like Thomson Reuters, IBM and Global Relay. Throughout his professional journey, he has amassed considerable expertise across diverse IT domains, specializing in the design of secure and scalable Enterprise systems, facilitating multi-Cloud adoption and migration, and driving digital transformation initiatives. He has overseen end-to-end solution development and the execution of large-scale Enterprise projects, leveraging advanced and specialized technologies including SAAS platform engineering, AWS cloud migration, Generative AI adoption & implementation and building smart IoT based platform.
Read more about Suvoraj Biswas

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Embedding & Vector Database

To design an effective solution using any Large Language Model (LLM), it is crucial to have a clear understanding of an important concept known as Embeddings . In this section,we will discuss the concept of Embedding and in the following section we will talk about the Vector Database.

What are Embeddings and why are they so important?

If you come from a Data Science or Machine Learning background, you're likely already familiar with embeddings. In simple terms, embeddings are used to determine the similarity or closeness between different entities or data, whether they are texts, words, graphics, digital assets, or any pieces of information.

For instance, consider the following sentences:

  1. I love cheese pizza.
  2. We went to Dominos this...
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Author (1)

author image
Suvoraj Biswas

Suvoraj Biswas is a Subject Matter Expert and thought leader in the Enterprise GENERATIVE AI and it's Architecture & Governance. Professionally, he works as a Solution Architect at a prominent Fortune 500 financial corporation. With an extensive Enterprise IT background spanning over 19+ years in countries like India, United States and Canada, he has held architectural positions & DevOps/DevSecOps Consultant at renowned companies like Thomson Reuters, IBM and Global Relay. Throughout his professional journey, he has amassed considerable expertise across diverse IT domains, specializing in the design of secure and scalable Enterprise systems, facilitating multi-Cloud adoption and migration, and driving digital transformation initiatives. He has overseen end-to-end solution development and the execution of large-scale Enterprise projects, leveraging advanced and specialized technologies including SAAS platform engineering, AWS cloud migration, Generative AI adoption & implementation and building smart IoT based platform.
Read more about Suvoraj Biswas