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Jeff Vestal
Vector Search for Practitioners with Elastic
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4534782Vector Search for Practitioners with Elastichttps://www.gandhi.com.mx/vector-search-for-practitioners-with-elastic-9781805127413/phttps://gandhi.vtexassets.com/arquivos/ids/4295904/image.jpg?v=638446614440700000546575MXNPackt PublishingInStock/Ebooks/4361374Vector Search for Practitioners with Elastic546575https://www.gandhi.com.mx/vector-search-for-practitioners-with-elastic-9781805127413/phttps://gandhi.vtexassets.com/arquivos/ids/4295904/image.jpg?v=638446614440700000InStockMXN99999DIEbook20239781805127413_W3siaWQiOiI0ZmIxMWE4Ni0yOWIyLTQ5MWUtYmExZS02MTc4ZGZkYTI1NjUiLCJsaXN0UHJpY2UiOjU3NSwiZGlzY291bnQiOjI5LCJzZWxsaW5nUHJpY2UiOjU0NiwiaW5jbHVkZXNUYXgiOnRydWUsInByaWNlVHlwZSI6Ildob2xlc2FsZSIsImN1cnJlbmN5IjoiTVhOIiwiZnJvbSI6IjIwMjUtMDMtMTBUMjE6MDA6MDBaIiwicmVnaW9uIjoiTVgiLCJpc1ByZW9yZGVyIjpmYWxzZX1d9781805127413_<p><b>Optimize your search capabilities in Elastic by operationalizing and fine-tuning vector search and enhance your search relevance while improving overall search performance</b></p><h2>Key Features</h2><ul><li>Install, configure, and optimize the ChatGPT-Elasticsearch plugin with a focus on vector data</li><li>Learn how to load transformer models, generate vectors, and implement vector search with Elastic</li><li>Develop a practical understanding of vector search, including a review of current vector databases</li><li>Purchase of the print or Kindle book includes a free PDF eBook</li></ul><h2>Book Description</h2>While natural language processing (NLP) is largely used in search use cases, this book aims to inspire you to start using vectors to overcome equally important domain challenges like observability and cybersecurity. The chapters focus mainly on integrating vector search with Elastic to enhance not only their search but also observability and cybersecurity capabilities. The book begins by teaching you about NLP and the functionality of Elastic in NLP processes. Next, youll delve into resource requirements and find out how vectors are stored in the dense-vector type along with specific page cache requirements for fast response times. As you advance, youll discover various tuning techniques and strategies to improve machine learning model deployment, including node scaling, configuration tuning, and load testing with Rally and Python. Youll also cover techniques for vector search with images, fine-tuning models for improved performance, and the use of clip models for image similarity search in Elasticsearch. Finally, youll explore retrieval-augmented generation (RAG) and learn to integrate ChatGPT with Elasticsearch to leverage vectorized data, ELSERs capabilities, and RRFs refined search mechanism. By the end of this NLP book, youll have all the necessary skills needed to implement and optimize vector search in your projects with Elastic.<h2>What you will learn</h2><ul><li>Optimize performance by harnessing the capabilities of vector search</li><li>Explore image vector search and its applications</li><li>Detect and mask personally identifiable information</li><li>Implement log prediction for next-generation observability</li><li>Use vector-based bot detection for cybersecurity</li><li>Visualize the vector space and explore Search.Next with Elastic</li><li>Implement a RAG-enhanced application using Streamlit</li></ul><h2>Who this book is for</h2><p>If youre a data professional with experience in Elastic observability, search, or cybersecurity and are looking to expand your knowledge of vector search, this book is for you. This book provides practical knowledge useful for search application owners, product managers, observability platform owners, and security operations center professionals. Experience in Python, using machine learning models, and data management will help you get the most out of this book.</p>...(*_*)9781805127413_<p><b>"This book delves into the practical applications of vector search in Elastic and embodies a broader philosophy. It underscores the importance of search in the age of Generative Al and Large Language Models. This narrative goes beyond the how to address the why - highlighting our belief in the transformative power of search and our dedication to pushing boundaries to meet and exceed customer expectations." Shay Banon Founder & CTO at Elastic</b></p><h2>Key Features</h2><ul><li>Install, configure, and optimize the ChatGPT-Elasticsearch plugin with a focus on vector data</li><li>Learn how to load transformer models, generate vectors, and implement vector search with Elastic</li><li>Develop a practical understanding of vector search, including a review of current vector databases</li><li>Purchase of the print or Kindle book includes a free PDF eBook</li></ul><h2>Book Description</h2>While natural language processing (NLP) is largely used in search use cases, this book aims to inspire you to start using vectors to overcome equally important domain challenges like observability and cybersecurity. The chapters focus mainly on integrating vector search with Elastic to enhance not only their search but also observability and cybersecurity capabilities. The book, which also features a foreword written by the founder of Elastic, begins by teaching you about NLP and the functionality of Elastic in NLP processes. Here youll delve into resource requirements and find out how vectors are stored in the dense-vector type along with specific page cache requirements for fast response times. As you advance, youll discover various tuning techniques and strategies to improve machine learning model deployment, including node scaling, configuration tuning, and load testing with Rally and Python. Youll also cover techniques for vector search with images, fine-tuning models for improved performance, and the use of clip models for image similarity search in Elasticsearch. Finally, youll explore retrieval-augmented generation (RAG) and learn to integrate ChatGPT with Elasticsearch to leverage vectorized data, ELSERs capabilities, and RRFs refined search mechanism. By the end of this NLP book, youll have all the necessary skills needed to implement and optimize vector search in your projects with Elastic.<h2>What you will learn</h2><ul><li>Optimize performance by harnessing the capabilities of vector search</li><li>Explore image vector search and its applications</li><li>Detect and mask personally identifiable information</li><li>Implement log prediction for next-generation observability</li><li>Use vector-based bot detection for cybersecurity</li><li>Visualize the vector space and explore Search.Next with Elastic</li><li>Implement a RAG-enhanced application using Streamlit</li></ul><h2>Who this book is for</h2><p>If youre a data professional with experience in Elastic observability, search, or cybersecurity and are looking to expand your knowledge of vector search, this book is for you. This book provides practical knowledge useful for search application owners, product managers, observability platform owners, and security operations center professionals. Experience in Python, using machine learning models, and data management will help you get the most out of this book.</p>...9781805127413_Packt Publishinglibro_electonico_9781805127413_9781805127413Jeff VestalInglésMéxicohttps://getbook.kobo.com/koboid-prod-public/packt-epub-f53419c7-46dc-43e0-867e-cf77c9076a9c.epub2023-11-30T00:00:00+00:00Packt Publishing