{"product_id":"vector-search-for-practitioners-with-elastic-a-toolkit-for-building-nlp-solutions-for-search-observability-and-security-using-vector-search-9781805121022","title":"Vector Search for Practitioners with Elastic: A toolkit for building NLP solutions for search, observability, and security using vector search","description":"\u003cp\u003e\u003cstrong\u003e\"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 \u0026amp; CTO at Elastic\u003c\/strong\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eInstall, configure, and optimize the ChatGPT-Elasticsearch plugin with a focus on vector data\u003c\/li\u003e\n\u003cli\u003eLearn how to load transformer models, generate vectors, and implement vector search with Elastic\u003c\/li\u003e\n\u003cli\u003eDevelop a practical understanding of vector search, including a review of current vector databases\u003c\/li\u003e\n\u003cli\u003ePurchase of the print or Kindle book includes a free PDF eBook\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eWhile 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.\u003c\/p\u003e\u003cp\u003eThe 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 you'll 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, you'll discover various tuning techniques and strategies to improve machine learning model deployment, including node scaling, configuration tuning, and load testing with Rally and Python. You'll 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, you'll explore retrieval-augmented generation (RAG) and learn to integrate ChatGPT with Elasticsearch to leverage vectorized data, ELSER's capabilities, and RRF's refined search mechanism.\u003c\/p\u003e\u003cp\u003eBy the end of this NLP book, you'll have all the necessary skills needed to implement and optimize vector search in your projects with Elastic.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eOptimize performance by harnessing the capabilities of vector search\u003c\/li\u003e\n\u003cli\u003eExplore image vector search and its applications\u003c\/li\u003e\n\u003cli\u003eDetect and mask personally identifiable information\u003c\/li\u003e\n\u003cli\u003eImplement log prediction for next-generation observability\u003c\/li\u003e\n\u003cli\u003eUse vector-based bot detection for cybersecurity\u003c\/li\u003e\n\u003cli\u003eVisualize the vector space and explore Search.Next with Elastic\u003c\/li\u003e\n\u003cli\u003eImplement a RAG-enhanced application using Streamlit\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eIf you're 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.\u003c\/p\u003eTable of Contents\u003col\u003e\n\u003cli\u003eIntroduction to Vectors and Embeddings\u003c\/li\u003e\n\u003cli\u003eGetting started with Vector Search in Elastic\u003c\/li\u003e\n\u003cli\u003eModel Management and Vector Considerations in Elastic\u003c\/li\u003e\n\u003cli\u003ePerformance Tuning - Working with data\u003c\/li\u003e\n\u003cli\u003eImage Search\u003c\/li\u003e\n\u003cli\u003eRedacting Personal Identifiable Information Using Elasticsearch\u003c\/li\u003e\n\u003cli\u003eNext Generation of Observability Powered by Vectors\u003c\/li\u003e\n\u003cli\u003eThe Power of Vectors and Embedding in Bolstering Cybersecurity\u003c\/li\u003e\n\u003c\/ol\u003e\u003cp\u003e(N.B. Please use the Look Inside option to see further chapters)\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Bahaaldine Azarmi, Jeff Vestal\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Packt Publishing\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/30\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 240\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.92lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.51d\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781805121022\u003cp\u003e\u003ci\u003eThis title is not returnable\u003c\/i\u003e\u003cbr\u003e\u003c\/p\u003e","brand":"Packt Publishing","offers":[{"title":"Paperback","offer_id":43008395411571,"sku":"9.78181E+12","price":60.36,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0555\/9255\/0515\/files\/img_ebc540c5-965c-46ad-b65c-72bdb51b68c7.jpg?v=1745325236","url":"https:\/\/bookstorenmore.com\/products\/vector-search-for-practitioners-with-elastic-a-toolkit-for-building-nlp-solutions-for-search-observability-and-security-using-vector-search-9781805121022","provider":"Bookstore N More","version":"1.0","type":"link"}