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Deepset Cloud For Intelligent Search And Question Answering


Deepset Cloud For Intelligent Search And Question Answering
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Deepset Cloud For Intelligent Search And Question Answering


Deepset Cloud For Intelligent Search And Question Answering
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Author : William Smith
language : en
Publisher: HiTeX Press
Release Date : 2025-07-11

Deepset Cloud For Intelligent Search And Question Answering written by William Smith and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-11 with Computers categories.


"Deepset Cloud for Intelligent Search and Question Answering" "Deepset Cloud for Intelligent Search and Question Answering" is a comprehensive guide to the architecture, engineering, and deployment of state-of-the-art search and question answering (QA) systems. Beginning with an exploration of the evolution from classical keyword search to advanced semantic and neural paradigms, the book lays a strong foundation in the principles underlying modern QA solutions. Readers gain insight into key system components, benchmarking methodologies, and the unique challenges inherent to multilingual and domain-specific applications, setting the stage for robust and scalable real-world deployments. The book delves deeply into the Deepset Cloud platform, offering a detailed examination of its microservices-driven architecture, modular pipelines, and integration capabilities. With an emphasis on best practices, it covers critical topics such as custom pipeline engineering, advanced data management, model selection and tuning, and seamless API integrations. The text also addresses vital aspects of enterprise operations, including security, governance, observability, and cost optimization—ensuring readers are equipped to manage intelligent search at scale with confidence and compliance. Bridging theory and practice, the final chapters present advanced engineering techniques, DevOps strategies, and solution blueprints tailored for industries with stringent regulatory and operational demands. Real-world use cases highlight conversational AI, federated search, continuous model improvement, and emerging trends like retrieval-augmented generation (RAG) and multimodal pipelines. With its blend of architectural rigor and practical guidance, this book is an essential resource for engineers, architects, and technology leaders seeking to innovate with intelligent search and QA in the cloud era.



Ai Powered Search


Ai Powered Search
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Author : Trey Grainger
language : en
Publisher: Simon and Schuster
Release Date : 2025-02-04

Ai Powered Search written by Trey Grainger and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-04 with Computers categories.


Apply cutting-edge machine learning techniques—from crowdsourced relevance and knowledge graph learning, to Large Language Models (LLMs)—to enhance the accuracy and relevance of your search results. Delivering effective search is one of the biggest challenges you can face as an engineer. AI-Powered Search is an in-depth guide to building intelligent search systems you can be proud of. It covers the critical tools you need to automate ongoing relevance improvements within your search applications. Inside you’ll learn modern, data-science-driven search techniques like: • Semantic search using dense vector embeddings from foundation models • Retrieval augmented generation (RAG) • 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 • Semantic query parsing, query-sense disambiguation, and query intent classification • Implementing machine-learned ranking models (Learning to Rank) • Building click models to automate machine-learned ranking • Generative search, hybrid search, multimodal search, and the search frontier AI-Powered Search will help you build the kind of highly intelligent search applications demanded by modern users. Whether you’re enhancing your existing search engine or building from scratch, you’ll learn how to deliver an AI-powered service that can continuously learn from every content update, user interaction, and the hidden semantic relationships in your content. You’ll learn both how to enhance your AI systems with search and how to integrate large language models (LLMs) and other foundation models to massively accelerate the capabilities of your search technology. Foreword by Grant Ingersoll. About the technology Modern search is more than keyword matching. Much, much more. Search that learns from user interactions, interprets intent, and takes advantage of AI tools like large language models (LLMs) can deliver highly targeted and relevant results. This book shows you how to up your search game using state-of-the-art AI algorithms, techniques, and tools. About the book AI-Powered Search teaches you to create a search that understands natural language and improves automatically the more it is used. As you work through dozens of interesting and relevant examples, you’ll learn powerful AI-based techniques like semantic search on embeddings, question answering powered by LLMs, real-time personalization, and Retrieval Augmented Generation (RAG). What's inside • Sparse lexical and embedding-based semantic search • Question answering, RAG, and summarization using LLMs • Personalized search and signals boosting models • Learning to Rank, multimodal, and hybrid search 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 and former Chief Algorithms Officer and SVP of Engineering at Lucidworks. Doug Turnbull is a Principal Engineer at Reddit and former Staff Relevance Engineer at Spotify. Max Irwin is the Founder of Max.io and former Managing Consultant at OpenSource Connections.



The 4th Industrial Revolution


The 4th Industrial Revolution
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Author : Mark Skilton
language : en
Publisher: Springer
Release Date : 2017-11-28

The 4th Industrial Revolution written by Mark Skilton and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-11-28 with Business & Economics categories.


This book helps decision makers grasp the importance, and applicability to business, of the new technologies and extended connectivity of systems that underlie what is becoming known as the Fourth Industrial Revolution: technologies and systems such as artificial intelligence, machine learning, 3D printing, the internet of things, virtual and augmented reality, big data and mobile networks. The WEF, OECD and UN all agree that humanity is on the cusp of the Fourth Industrial Revolution. As intelligent systems become integrated into every aspect of our lives this revolution will induce cultural and societal change of a magnitude hitherto unforeseen. These technologies challenge the values, customer experience and business propositions that have been the mainstay of almost every business and organization in existence. By redefining and encapsulating new value structures with emerging intelligent technologies, new innovative models are being created, and brought to market. Understanding the potential and impact of these changes will be a fundamental leadership requirement over the coming years. Skilton and Hovsepian provide decision makers with practical, independent and authoritative guidance to help them prepare for the changes we are all likely to witness due to the rapid convergence of technological advances. In short, bite-sized, nuggets, with frameworks supported by a deep set of practical and up-to-the-minute case studies, they shine light on the new business models and enterprise architectures emerging as businesses seek to build strategies to thrive within this brave new world.



Artificial Intelligence With Python


Artificial Intelligence With Python
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Author : Alberto Artasanchez
language : en
Publisher: Packt Publishing Ltd
Release Date : 2020-01-31

Artificial Intelligence With Python written by Alberto Artasanchez and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-01-31 with Computers categories.


New edition of the bestselling guide to artificial intelligence with Python, updated to Python 3.x, with seven new chapters that cover RNNs, AI and Big Data, fundamental use cases, chatbots, and more. Key FeaturesCompletely updated and revised to Python 3.xNew chapters for AI on the cloud, recurrent neural networks, deep learning models, and feature selection and engineeringLearn more about deep learning algorithms, machine learning data pipelines, and chatbotsBook Description Artificial Intelligence with Python, Second Edition is an updated and expanded version of the bestselling guide to artificial intelligence using the latest version of Python 3.x. Not only does it provide you an introduction to artificial intelligence, this new edition goes further by giving you the tools you need to explore the amazing world of intelligent apps and create your own applications. This edition also includes seven new chapters on more advanced concepts of Artificial Intelligence, including fundamental use cases of AI; machine learning data pipelines; feature selection and feature engineering; AI on the cloud; the basics of chatbots; RNNs and DL models; and AI and Big Data. Finally, this new edition explores various real-world scenarios and teaches you how to apply relevant AI algorithms to a wide swath of problems, starting with the most basic AI concepts and progressively building from there to solve more difficult challenges so that by the end, you will have gained a solid understanding of, and when best to use, these many artificial intelligence techniques. What you will learnUnderstand what artificial intelligence, machine learning, and data science areExplore the most common artificial intelligence use casesLearn how to build a machine learning pipelineAssimilate the basics of feature selection and feature engineeringIdentify the differences between supervised and unsupervised learningDiscover the most recent advances and tools offered for AI development in the cloudDevelop automatic speech recognition systems and chatbotsApply AI algorithms to time series dataWho this book is for The intended audience for this book is Python developers who want to build real-world Artificial Intelligence applications. Basic Python programming experience and awareness of machine learning concepts and techniques is mandatory.



Robots Artificial Intelligence And Service Automation In Travel Tourism And Hospitality


Robots Artificial Intelligence And Service Automation In Travel Tourism And Hospitality
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Author : Stanislav Ivanov
language : en
Publisher: Emerald Group Publishing
Release Date : 2019-10-14

Robots Artificial Intelligence And Service Automation In Travel Tourism And Hospitality written by Stanislav Ivanov and has been published by Emerald Group Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-10-14 with Business & Economics categories.


Using a combination of theoretical discussion and real-world case studies, this book focuses on current and future use of RAISA technologies in the tourism economy, including examples from the hotel, restaurant, travel agency, museum, and events industries.



The Kingdom On The Waves


The Kingdom On The Waves
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Author : M. T. Anderson
language : en
Publisher: Candlewick Press
Release Date : 2008

The Kingdom On The Waves written by M. T. Anderson and has been published by Candlewick Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Juvenile Fiction categories.


When he and his tutor escape to British-occupied Boston, Octavian learns of Lord Dunmore's proclamation offering freedom to slaves who join the counterrevolutionary forces. 75,000 first printing.



Den Of Thieves


Den Of Thieves
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Author : James B. Stewart
language : en
Publisher: Simon and Schuster
Release Date : 2012-11-20

Den Of Thieves written by James B. Stewart and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-11-20 with True Crime categories.


A #1 bestseller from coast to coast, Den of Thieves tells the full story of the insider-trading scandal that nearly destroyed Wall Street, the men who pulled it off, and the chase that finally brought them to justice. Pulitzer Prize–winner James B. Stewart shows for the first time how four of the eighties’ biggest names on Wall Street—Michael Milken, Ivan Boesky, Martin Siegel, and Dennis Levine—created the greatest insider-trading ring in financial history and almost walked away with billions, until a team of downtrodden detectives triumphed over some of America’s most expensive lawyers to bring this powerful quartet to justice. Based on secret grand jury transcripts, interviews, and actual trading records, and containing explosive new revelations about Michael Milken and Ivan Boesky, Den of Thieves weaves all the facts into an unforgettable narrative—a portrait of human nature, big business, and crime of unparalleled proportions.



Rise Of The Robots


Rise Of The Robots
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Author : Martin Ford
language : en
Publisher: Hachette UK
Release Date : 2015-05-05

Rise Of The Robots written by Martin Ford and has been published by Hachette UK this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-05-05 with Business & Economics categories.


The New York Times-bestselling guide to how automation is changing the economy, undermining work, and reshaping our lives Winner of Best Business Book of the Year awards from the Financial Times and from Forbes "Lucid, comprehensive, and unafraid . . . ;an indispensable contribution to a long-running argument." -- Los Angeles Times What are the jobs of the future? How many will there be? And who will have them? As technology continues to accelerate and machines begin taking care of themselves, fewer people will be necessary. Artificial intelligence is already well on its way to making "good jobs" obsolete: many paralegals, journalists, office workers, and even computer programmers are poised to be replaced by robots and smart software. As progress continues, blue and white collar jobs alike will evaporate, squeezing working -- and middle-class families ever further. At the same time, households are under assault from exploding costs, especially from the two major industries-education and health care-that, so far, have not been transformed by information technology. The result could well be massive unemployment and inequality as well as the implosion of the consumer economy itself. The past solutions to technological disruption, especially more training and education, aren't going to work. We must decide, now, whether the future will see broad-based prosperity or catastrophic levels of inequality and economic insecurity. Rise of the Robots is essential reading to understand what accelerating technology means for our economic prospects-not to mention those of our children-as well as for society as a whole.



Fire Logic


Fire Logic
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Author : Laurie J. Marks
language : en
Publisher: Small Beer Press
Release Date : 2013-09-16

Fire Logic written by Laurie J. Marks and has been published by Small Beer Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-09-16 with Fiction categories.


Laurie Marks’ Elemental Logic series introduced readers to the realm of Shaftal, an intricately imagined land whose people operate within the boundaries of their basic natures—here defined as logics—which sometimes bequeath them with access to magical, elemental powers and sometimes embroil them in unsolvable internal conflicts. Fire Logic centers around the strong female character Zanja Na’Tarwein, a fighter and last survivor of her people in an occupied country. Alongside her is Karis, a powerful half-giant, who is a drug addict and lives in obscurity, hiding her considerable powers. Surrounded by incomprehensible loss, Zanja also forms a bond with Emil, an officer of the army she joins. Battling the complex forces of power, desire, and obligation, follow along as the trio work together to try and change the course of history.



The Witness


The Witness
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Author : Nora Roberts
language : en
Publisher: Hachette UK
Release Date : 2012-04-17

The Witness written by Nora Roberts and has been published by Hachette UK this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-04-17 with Fiction categories.


'If you're after the perfect pick-me-up, take-me-away-from-the-world read, then she's your woman' The Guardian 'Nora Roberts is, quite simply, a one-woman phenomenon' Heat 'I love Nora Roberts' Stephen King Abigail Lowery has a dark and terrifying secret. Aged just sixteen, she witnessed a shocking mafia murder. Narrowly escaping with her life, she was forced to leave her old identity - even her real name - behind for good. Fifteen years later Abigail is still hiding from the world - a semi-recluse in the quiet, rural town of Bickford, Arkansas. She has convinced herself that this is all she needs: peace, safety... and her faithful guard dog Bert. Perhaps now, at last, she can stop running. But Brooks Gleason, the local chief of police, has other ideas. Abigail intrigues him - and he'd like nothing better than to break through the walls she has built around herself. His persistence and determination to uncover the truth is unsettling, exciting - and dangerous. One way or another, it will change both their lives for ever.