Build Production AI Systems Using the World's Leading Vector Database

Key Features
● Get a free one-month digital subscription to www.avaskillshelf.com
● Comprehensive Coverage of vector database, including embeddings, indexing, and similarity search for building intelligent AI applications.
● Build Scalable AI applications using Milvus for production workloads with engineering precision.
● Covers Distributed AI systems with GPU optimisation and enterprise deployment patterns for architecting Milvus at scale.

Book Description
Vector databases have become the critical infrastructure layer of modern AI, powering semantic search, recommendation systems, image recognition, and retrieval-augmented generation at scale. Ultimate Milvus Vector Database for AI Apps provides a comprehensive, hands-on guide to building production-grade AI applications using Milvus, the leading open-source vector database, combining mathematical foundations with practical engineering depth.

You begin with the core mathematics of AI and deep learning, then progress through the architecture of vector databases, embedding models, and similarity search APIs. The book covers how Milvus manages vector indices, handles large-scale data ingestion, and integrates with modern AI pipelines, including LLMs and generative AI workflows. Every concept is grounded in implementation, from building and training models to deploying production-ready vector search systems.

The final sections address distributed index and query management, GPU-accelerated AI, proxy server design, and enterprise network architecture. Thus, by the end of the book, you can design and deploy scalable AI applications using Milvus with confidence, understanding both the theoretical foundations and the engineering decisions that make vector search systems reliable and performant at scale.

What you will learn
● Understand the mathematical foundations of vectors and AI that underpin modern intelligent applications.
● Design and build vector indices using Milvus to power accurate similarity search at production scale.
● Implement binary, sparse, and GPU-accelerated index types to optimise Milvus for diverse AI workloads.
● Architect distributed data and query management systems for large-scale Milvus deployments.
● Optimise AI inference pipelines using GPU-based indexes and hardware acceleration for maximum performance.
● Design proxy server architecture and network management for robust, enterprise-grade Milvus systems.

Who is This Book For?
This book is for all AI engineers, ML practitioners, and software architects who want to build scalable AI applications using vector databases. A working knowledge of engineering mathematics, probability theory, Python, and basic database design is expected; no prior Milvus experience is required.

Table of Contents
1. Introduction to Vector Databases
2. Fundamentals of Vectors and AI
3. Components of Milvus
4. Data, Storage, and Cluster Management
5. Indexing Schemes
6. Indexing Schemes Binary, Sparse, and GPU
7. Distributed Data Management
8. Distributed Index and Query Management
9. Design of the Proxy Server
10. GPU-Based Indexes and Optimizations
11. Auxiliary Components
12. Network Management
Index

About the Author
Prashanth Raghu works at the intersection of semiconductor architecture, artificial intelligence, and foundational logic systems. As CEO of Sudarshana Semiconductors, his prime focus is on building original compute and reasoning architectures, spanning ASIC design, ML acceleration, and next-generation processing paradigms. His works emphasize first-principles thinking, long-horizon engineering, and technologies that are difficult to replicate without deep technical grounding.

“Sinopsis” puede pertenecer a otra edición de este título.

preigu

Osnabrück, Alemania

Vendedor de 5 estrellas

Vendedor de IberLibro desde 5 de agosto de 2024

Tarifas de envío de Alemania a Estados Unidos de America

Artículo	De 60 a 60 días hábiles	De 60 a 60 días hábiles
Primer artículo	EUR 70,00	EUR 70,00

Los plazos de entrega los establecen los vendedores y varían según el transportista y la ubicación. Los pedidos que pasan por la aduana pueden sufrir retrasos y los compradores son responsables de los aranceles o tarifas asociadas. Los vendedores pueden ponerse en contacto con usted en relación con cargos adicionales para cubrir cualquier aumento en los costes de envío de los artículos.

Métodos de pago

PayPal

Descripción de la tienda

preigu betreibt einen Onlineversandhandel mit über 1 Mio. Produkten in verschiedenen Sortimenten. Das Kernsortiment besteht aus Büchern, Medien und Spielwaren. Ein gelungenes Einkaufserlebnis ist das Ziel einer jeden Bestellung bei preigu, denn der Kunde und seine Zufriedenheit stehen an erster Stelle. preigu setzt daher auf einen kompetenten Kundenservice, funktionierende Prozesse und schnelle Reaktion.

Especialidad

Bücher, Spielwaren

Información empresarial del vendedor

preigu GmbH & Co. KG

Lengericher Landstraße 19
Osnabrück, Alemania 49078

Contactar con el vendedorVer los artículos de este vendedorVer la página principal del vendedor

Condiciones de venta

About Us

Legal website operator identification:

preigu GmbH & Co. KG
Lengericher Landstr. 19
49078 Osnabrück
Germany

Telephone: +49 (0) 541 / 580 72 84
Email: mail@preigu.de

VAT No: DE 455 380 498
AG Osnabrück - HRA 209647

PhG: preigu Verwaltung GmbH
AG Osnabrück - HRB 221793
CEO: Ansas Meyer

We are neither willing nor obliged to participate in dispute resolution proceedings before consumer arbitration boards.

We are a member of the initiative "FairCommerce" since 30.11.2016.
For more information, see: https://www.haendlerbund.de/de/haendlerbund/interessenvertretung/faircommerce

Derecho al desistimiento

Instructions for revocation

Right of withdrawal for the sale of goods

Revocation right for consumers
(A ‘consumer' is any natural person who concludes a legal transaction which, to an overwhelming extent, cannot be attributed to either his commercial or independent professional activities.)

Instructions for revocation

Revocation right
You have the right to revoke this contract within 14 days without specifying any reasons.
The revocation period is 14 days with effect from the day,

on which you or a third party nominated by you, which is not the carrier, had taken possession of the products, provided you had ordered one or more products within the scope of a standard order and this/these product/products is/are delivered uniformly;
on which you or a third party nominated by you, which is not the carrier, had taken possession of the last product, provided you had ordered several products within the scope of a standard order and these products are delivered separately;
on which you or a third party nominated by you, which is not the carrier, had taken possession of the last part delivery or the last unit, provided you had ordered a product, which is delivered in several part deliveries or units;

To exercise your right of withdrawal, you must inform us (preigu GmbH & Co. KG, Lengericher Landstr. 19, 49078 Osnabrück, Telephone number: +49 (0) 541 / 580 72 84, E-Mail address: mail@preigu.de) by means of a clear declaration (e.g. a letter sent by post, or an e-mail) of your decision to withdraw from this contract. You can use the attached model withdrawal form for this purpose, which is, however, not mandatory.

You can also exercise your right of withdrawal online by clicking on a button labelled accordingly (such as ‘Withdraw from contract' or similar) on the AbeBooks/ZVAB website. If you use this online function, you will immediately receive a confirmation of receipt on a durable medium (e.g. via email) containing information on the content of the withdrawal notice, as well as the date and time of its receipt.

In order to safeguard the revocation period, it is sufficient that you send the notification about the exercise of the revocation right before the expiry of the revocation period.

Consequences of the revocation

If you revoke this contract, we shall repay all the payments, which we received from you, including the delivery costs (with the exception of additional costs, which arise from that fact that you selected a form of delivery other than the most reasonable standard delivery offered by us), immediately and at the latest within 14 days from the day on which we received the notification about the revocation of this contract from you. We use the same means of payment, which you had originally used during the original transaction, for this repayment unless expressly agreed otherwise with you; you will not be charged any fees owing to this repayment.

We can refuse the repayment until the products are returned to us or until you have furnished evidence that you have sent the products back to us, depending on whichever is earlier.

You must return or transfer the products to us immediately and, in any case, at the latest within 14 days with effect from the day on which you inform us of the revocation of this contract. The deadline is maintained if you send the products before the expiry of the 14 day deadline.

You bear the direct costs for returning the products.

You must pay for any depreciation of the products only if this depreciation can be attributed to any handling with you that was not necessary for checking the condition, features and functionality of the products.

Criteria for exclusion or expiry

The revocation right is not available for contracts

for delivery of products, which are not prefabricated and for whose manufacturing an individual selection or stipulation by the consumer is important or which are clearly tailored to the personal requirements of the consumer;
for delivery of products, which can spoil quickly or whose use-by date would be exceeded quickly;
for delivery of alcoholic drinks, whose price was agreed at the time of concluding the contract, which however can be delivered 30 days after the conclusion of the contract at the earliest and whose current value depends on the fluctuations in the market, on which the entrepreneur has no influence;
for delivery of newspapers, periodicals or magazines with the exception of subscription contracts. The revocation right expires prematurely in case of contracts
for delivery of sealed products, which are not suitable for return for reasons of health protection or hygiene if their seal has been removed after the delivery;
for delivery of products if they have been mixed inseparably with other goods after the delivery, owing to their condition;
for delivery of sound or video recording or computer software in a sealed package if the seal has been removed after the delivery.

Specimen - revocation form

(If you wish to revoke the contract, please fill up this form and send it back to us.)

To preigu GmbH & Co. KG, Lengericher Landstr. 19, 49078 Osnabrück, Email address: mail@preigu.de :
I/we () herewith revoke the contract concluded by me/ us () regarding the purchase of the following products ()/
the provision of the following service ()
Ordered on ()/ received on ()
Name of the consumer(s)
Address of the consumer(s)
Signature of the consumer(s) (only in case of a notification on paper)
Date

(*) Cross out the incorrect option.

Ultimate Milvus Vector Database for AI Apps

Descripción del artículo del vendedor

Detalles bibliográficos

Sinopsis