Deep Search

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Deep Learning For Search

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Author : Tommaso Teofili
language : en
Publisher: Simon and Schuster
Release Date : 2019-06-02

Deep Learning For Search written by Tommaso Teofili 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 2019-06-02 with Computers categories.

Summary Deep Learning for Search teaches you how to improve the effectiveness of your search by implementing neural network-based techniques. By the time you're finished with the book, you'll be ready to build amazing search engines that deliver the results your users need and that get better as time goes on! Foreword by Chris Mattmann. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Deep learning handles the toughest search challenges, including imprecise search terms, badly indexed data, and retrieving images with minimal metadata. And with modern tools like DL4J and TensorFlow, you can apply powerful DL techniques without a deep background in data science or natural language processing (NLP). This book will show you how. About the Book Deep Learning for Search teaches you to improve your search results with neural networks. You'll review how DL relates to search basics like indexing and ranking. Then, you'll walk through in-depth examples to upgrade your search with DL techniques using Apache Lucene and Deeplearning4j. As the book progresses, you'll explore advanced topics like searching through images, translating user queries, and designing search engines that improve as they learn! What's inside Accurate and relevant rankings Searching across languages Content-based image search Search with recommendations About the Reader For developers comfortable with Java or a similar language and search basics. No experience with deep learning or NLP needed. About the Author Tommaso Teofili is a software engineer with a passion for open source and machine learning. As a member of the Apache Software Foundation, he contributes to a number of open source projects, ranging from topics like information retrieval (such as Lucene and Solr) to natural language processing and machine translation (including OpenNLP, Joshua, and UIMA). He currently works at Adobe, developing search and indexing infrastructure components, and researching the areas of natural language processing, information retrieval, and deep learning. He has presented search and machine learning talks at conferences including BerlinBuzzwords, International Conference on Computational Science, ApacheCon, EclipseCon, and others. You can find him on Twitter at @tteofili. Table of Contents PART 1 - SEARCH MEETS DEEP LEARNING Neural search Generating synonyms PART 2 - THROWING NEURAL NETS AT A SEARCH ENGINE From plain retrieval to text generation More-sensitive query suggestions Ranking search results with word embeddings Document embeddings for rankings and recommendations PART 3 - ONE STEP BEYOND Searching across languages Content-based image search A peek at performance

Understanding Search Engines

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Author : Dirk Lewandowski
language : en
Publisher: Springer Nature
Release Date : 2023-03-07

Understanding Search Engines written by Dirk Lewandowski and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-07 with Computers categories.

This book provides a broad introduction to search engines by integrating five different perspectives on Web search and search engines that are usually dealt with separately: the technical perspective, the user perspective, the internet-based research perspective, the economic perspective, and the societal perspective. After a general introduction to the topic, two foundational chapters present how search tools can cover the Web’s content and how search engines achieve this by crawling and processing the found documents. The next chapter on user behavior covers how people phrase their search queries and interact with search engines. This knowledge builds the foundation for describing how results are ranked and presented. The following three chapters then deal with the economic side of search engines, i.e., Google and the search engine market, search engine optimization (SEO), and the intermingling of organic and sponsored search results. Next, the chapter on search skills presents techniques for improving searches through advanced search interfaces and commands. Following that, the Deep Web and how its content can be accessed is explained. The two subsequent chapters cover ways to improve the quality of search results, while the next chapter describes how to access the Deep Web. Last but not least, the following chapter deals with the societal role of search engines before the final chapter concludes the book with an outlook on the future of Web search. With this book, students and professionals in disciplines like computer science, online marketing, or library and information science will learn how search engines work, what their main shortcomings are at present, and what prospects there are for their further development. The different views presented will help them to understand not only the basic technologies but also the implications the current implementations have concerning economic exploitation and societal impact.

Deep Blue

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Author : Monroe Newborn
language : en
Publisher: Springer Science & Business Media
Release Date : 2003

Deep Blue written by Monroe Newborn and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Computers categories.

This book offers a detailed account of IBM's Deep Blue chess program, the people who created it, and its historic battles with World Chess Champion Garry Kasparov. The text examines the progress made by the creators of Deep Blue, beginning with the1989 two-game match against Kasparov. The heroes are: IBM researchers Feng-hsiung Hsu, Murray Campbell, and Joe Hoane, along with team leader Chung-Jen Tan and International Grandmaster Joel Benjamin. The text chronicles one of the great technology achievements of the 20th Century. It establishes the point in history when mankind's exciting new tool, the computer, came of age and competed with its human creators in the ultimate intellectual competition: a game of chess. This book will serve as the premier story documenting that achievement and a milestone in the development of artificial intelligence.

Computers And Games

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Author : H. Jaap van den Herik
language : en
Publisher: Springer Science & Business Media
Release Date : 2011-01-14

Computers And Games written by H. Jaap van den Herik and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-01-14 with Computers categories.

This book constitutes the refereed proceedings of the 7th International Conference on Computers and Games, CG 2010, held in Kanazawa, Japan, in September 2010. The 24 papers presented were carefully reviewed and selected for inclusion in this book. They cover a wide range of topics such as monte-carlo tree search, proof-number search, UCT algorithm, scalability, parallelization, opening books, knowledge abstraction, solving games, consultation of players, multi-player games, extraversion, and combinatorial game theory. In addition a wide range of computer games is dealt with, such as Chinese Checkers, Chinese Chess, Connect6, Go, Havannah, Lines of Action, Pckomino, Shogi, Surakarta, and Yahtzee.

The Future Of Search Engines

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Author : Maria Johnsen
language : en
Publisher: Maria Johnsen
Release Date : 2024-02-11

The Future Of Search Engines written by Maria Johnsen and has been published by Maria Johnsen this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-11 with Computers categories.

In "The Future of Search Engines," I continue the investigation I began in my previous work, "The Search Engine Revolution," providing a detailed forecast of what lies ahead. In this book, I explore how search engines will evolve in the future, drawing on my track record of predicting technological advancements. My predictions are not just guesses; they're based on current trends and supported by real-world evidence that has consistently proven accurate. For example, I warned last year about the risks of relying too heavily on AI-generated content for SEO and digital marketing, a caution that has been validated by subsequent updates to Google's algorithms favoring human-generated content. Picture a fleet of sleek, voice-controlled search drones elegantly maneuvering through the physical world, ready to quickly gather information and respond to user queries with remarkable efficiency. This isn't just a fantasy; it's a compelling vision of where search technology is headed. These search drones represent a significant shift, seamlessly connecting the digital world with physical reality. Imagine strolling through a bustling city, curious about the history of a famous landmark. With a simple voice command, a nearby drone swoops in, providing a wealth of information instantly. From historical facts to real-time updates, these drones redefine how we access information about our surroundings, essentially turning the world into a readily available database of knowledge. It's important to note that by "drones," I mean smaller, drone-like devices, not the larger drones commonly used today. But why limit our search endeavors to Earth? The future of exploration reaches far beyond our planet. There's speculation about search networks expanding into space, allowing us to explore the mysteries of distant galaxies. As humanity's desire for discovery drives us toward the stars, these networks have the potential to unravel the universe's secrets. Imagine a future where communication with extraterrestrial beings is possible, enabling the exchange of knowledge across vast cosmic distances. I delve into this concept further in my books "The Cosmos" and "Searching for Aliens on Earth and in the Cosmos." While some contemporary scientists may argue for humanity's uniqueness in the universe, the future could offer a different perspective. Remember how Galileo's support for the heliocentric model challenged the prevailing belief in a geocentric universe, leading to his condemnation by the Inquisition. It serves as a reminder that anything is possible. This exciting prospect sparks our imagination and fuels our unending quest for knowledge. At the core of these visionary concepts lies an unwavering commitment to progress. Technological advancements continue to dazzle, offering increasingly sophisticated tools for information retrieval. From AI-powered computing to advanced data analysis, our arsenal of search capabilities has never been more potent. Yet, perhaps the most remarkable aspect of this technological revolution is its inherent simplicity. Gone are the days of cumbersome search engines and endless scrolling; searching becomes intuitive and seamless, seamlessly woven into the fabric of our daily lives. Looking forward, one thing remains abundantly clear: the boundless potential of search technology knows no bounds. It's a journey fueled by innovation, curiosity, and an unwavering determination to unearth answers. So, as we venture forth into uncharted territory, let's embrace the notion that this is just the beginning. With each groundbreaking idea and monumental stride, we edge closer to a future where finding answers is as effortless as posing a question. I hope you enjoy reading this book.

Informatics

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Author : Reinhard Wilhelm
language : en
Publisher: Springer
Release Date : 2003-06-29

Informatics written by Reinhard Wilhelm and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003-06-29 with Computers categories.

Informatics - 10 Years Back, 10 Years Ahead presents a unique collection of expository papers on major current issues in the field of computer science and information technology. The 26 contributions written by leading researchers on personal invitation assess the state of the art of the field by looking back over the past decade, presenting important results, identifying relevant open problems, and developing visions for the decade to come. This book marks two remarkable and festive moments: the 10th anniversary of the International Research and Conference Center for Computer Science in Dagstuhl, Germany and the 2000th volume published in the Lecture Notes in Computer Science series.

Kasparov Versus Deep Blue

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Author : Monty Newborn
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06

Kasparov Versus Deep Blue written by Monty Newborn and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Computers categories.

In February 1996, a chess-playing computer known as Deep Blue made history by defeating the reigning world chess champion, Gary Kasparov, in a game played under match conditions. Kasparov went on to win the six-game match 4-2 and at the end of the match announced that he believed that chess computing had come of age. This book provides an enthralling account of the match and of the story that lies behind it: the evolution of chess-playing computers and the development of Deep Blue. The story of chess-playing computers goes back a long way and the author provides a whistlestop tour of the highlights of this history. As the development comes to its culmination in Philadelphia, we meet the Deep Blue team, Garry Kasparov and each of the historic six games is provided in full with a detailed commentary. Chess grandmaster Yasser Seirawan provided a lively commentary throughout the match and here provides a Foreword about the significance of this event.

Artificial Intelligence

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Author : Ela Kumar
language : en
Publisher: I. K. International Pvt Ltd
Release Date : 2013-12-30

Artificial Intelligence written by Ela Kumar and has been published by I. K. International Pvt Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-12-30 with Computers categories.

AI is an emerging discipline of computer science. It deals with the concepts and methodologies required for computer to perform an intelligent activity. The spectrum of computer science is very wide and it enables the computer to handle almost every activity, which human beings could. It deals with defining the basic problem from viewpoint of solving it through computer, finding out the total possibilities of solution, representing the problem from computational orientation, selecting data structures, finding the solution through searching the goal in search space dealing the real world uncertain situations etc. It also develops the techniques for learning and understanding, which make the computer able to exhibit an intelligent behavior. The list is exhaustive and is applied now a days in almost every field of technology. This book presents almost all the components of AI like problem solving, search techniques, knowledge concepts, expert system and many more in a very simple language. One of the unique features of this book is inclusion of number of solved examples; in between the chapters and also at the end of many chapters. Real life examples have been discussed to make the reader conversant with the intricate phenomenon of computer science in general, and artificial intelligence in particular. The book is primarily developed for undergraduate and postgraduate engineering students.

Resource Discovery

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Author : Zoé Lacroix
language : en
Publisher: Springer
Release Date : 2010-07-06

Resource Discovery written by Zoé Lacroix and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-07-06 with Computers categories.

Resource discovery is the process of identifying and locating existing resources thathavea particularproperty. Aresourcecorrespondsto aninformationsource such as a data repositoryor databasemanagement system (e. g. , a query form or a textual search engine), a link between resources (an index or hyperlink), or a servicesuchasanapplicationoratool. Resourcesarecharacterizedbycoreinf- mation including a name, a description of its input and its output (parameters or format), its address, and various additional properties expressed as me- data. Resources are organized with respect to metadata that characterize their content (for data sources), their semantics (in terms of ontological classes and relationships), their characteristics (syntactical properties), their performance (with metrics and benchmarks), their quality (curation, reliability, trust), etc. Resource discovery systems allow the expression of queries to identify and - cate resources that implement speci?c tasks. Machine-based resource discovery relies on crawling, clustering, and classifying resources discovered on the Web automatically. The First Workshop on Resource Discovery (RED) took place on November 25, 2008 in Linz, Austria. It was organized jointly with the 10th International Conference on Information Integration and Web-Based Applications and S- vices and its proceedings were published by ACM. The second edition of the workshop was co-located with the 35th International Conference on Very Large Data Bases (VLDB) in the beautiful city of Lyon, France. Nine papers were selected for presentation at this second edition. Areas of researchaddressedby these papers include the problem of resource characterization and classi?cation, resourcecomposition,andontology-drivendiscovery.

Genetic Programming

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Author : Marc Ebner
language : en
Publisher: Springer Science & Business Media
Release Date : 2007-04-02

Genetic Programming written by Marc Ebner and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-04-02 with Computers categories.

This book constitutes the refereed proceedings of the 10th European Conference on Genetic Programming, EuroGP 2007, held in Valencia, Spain in April 2007 colocated with EvoCOP 2007. The 21 revised plenary papers and 14 revised poster papers were carefully reviewed and selected from 71 submissions. The papers address fundamental and theoretical issues, along with a wide variety of papers dealing with different application areas.