AI-Powered Search by Trey Grainger, Doug Turnbull, Max Irwin
- AI-Powered Search
- Trey Grainger, Doug Turnbull, Max Irwin
- Page: 387
- Format: pdf, ePub, mobi, fb2
- ISBN: 9781617296970
- Publisher: Manning
Free downloading of ebooks in pdf AI-Powered Search ePub iBook in English by Trey Grainger, Doug Turnbull, Max Irwin 9781617296970
Build search engines powered by the latest machine learning techniques and large language models. AI-Powered Search shows you how to build cutting-edge search engines that continuously learn from both your users and your content and drive more domain-aware and intelligent search. Inside you’ll learn modern, data-science-driven search techniques like: Semantic search using dense vector embeddings from foundation models Retrieval augmented generation Question answering and summarization combining search and LLMs Fine-tuning transformer-based LLMs Personalized search based on user signals and vector embeddings Collecting user behavioral signals and building signals boosting models Semantic knowledge graphs for domain-specific learning Implementing machine-learned ranking models (learning to rank) Building click models to automate machine-learned ranking Generative search, hybrid search, and the search frontier Today’s search engines are expected to be smart, understanding the nuances of natural language queries, as well as each user’s preferences and context. This book empowers you to build search engines that take advantage of user interactions and the hidden semantic relationships in your content to automatically deliver better, more relevant search experiences. You’ll even learn how to integrate large language models (LLMs) like GPT and other foundation models to massively accelerate the capabilities of your search technology. About the book AI-Powered Search is a hands-on guide to applying leading-edge data science techniques to search. It teaches you how to build search engines that automatically understand the intent of your users’ queries in order to deliver significantly more relevant search results. You’ll use LLMs for embeddings, question answering, and results summarization, as well as learning how to fine tune them for the best results. Working through code in interactive notebooks, you’ll deploy intelligent AI-powered search systems that deliver real-time personalization and contextual understanding of each user, domain, and query through a self-learning search platform that continuously learns from evolving content and user interactions. About the reader For software developers and data scientists familiar with the basics of search engine technology. About the author Trey Grainger is the Founder of Searchkernel (AI-powered search), CTO of Presearch (decentralized web search), and former Chief Algorithms Officer and SVP of Engineering at Lucidworks (ecommerce, site, and enterprise search). Trey also co-authored Solr in Action (Manning 2014). Doug Turnbull is a Principal Engineer at Reddit (social discussion search), former Staff Relevance Engineer at Spotify (Ecommerce Search) and is the former Chief Technical Officer at OpenSource Connections. Doug also co-authored Relevant Search (Manning 2016). Max Irwin is the Founder of Max.io (AI model scaling) and former Managing Consultant at OpenSource Connections (search relevance consulting).
What is AI-Powered Search?
AI can power semantic search, a more nuanced and domain-specific understanding of what users are typing in and what those words mean within each user's query
Workplace search powered by AI
AI-powered workplace search. Next-generation enterprise search helps you instantly find the answers you need.
What Is AI-Powered Site Search?: How It Works and
An AI-driven search engine can process large amounts of data and queries in real time, anticipate user needs based on previous search patterns,
AI-Powered Search (Paperback)
AI-Powered Search shows you how to build cutting-edge search engines that continuously learn from both your users and your content and drive more domain-aware
Consensus: AI-powered Academic Search Engine
Consensus is a new breed of academic search engine, powered by AI, grounded in science. Find the best papers while getting instant insights and topic
Here's good news and bad news of AI-powered search
Google is considering putting in place a paywall for AI-powered results. Users will need to pay to receive this summarisation service and will still have the
AI Search - Now Platform
Generative AI. Harness the power of generative AI for intelligent, relevant, and concise answers.
AI-Powered Search is beyond impressive! 🤯
Stop organizing everything! You are wasting time. #Evernote's AI-Powered Search will forever change the way we organize information and
Can This A.I.-Powered Search Engine Replace Google?
A start-up called Perplexity shows what's possible for a search engine built from scratch with artificial intelligence.
AI-Powered Search: The Next Big Step in Profound's Evolution
The Power of AI to Revolutionize Search on Profound. At Profound, we've harnessed the transformative power of cutting-edge AI-driven technology,
Exploring the Differences: Search vs Generative AI
This blog compares and contrasts features and use cases of AI-powered search versus generative AI, while also highlighting the practical considerations around