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Class-tested and coherent, this textbook teaches classical and web information retrieval, including web search and the related areas of text classification and text clustering from basic concepts. It gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine learning methods on text collections. All the important ideas are explained using examples and figures, making it perfect for introductory courses in information retrieval for advanced undergraduates and graduate students in computer science. Based on feedback from extensive classroom experience, the book has been carefully structured in order to make teaching more natural and effective. Slides and additional exercises (with solutions for lecturers) are also available through the book's supporting website to help course instructors prepare their lectures.
From New York Times bestselling author Sam Kean comes incredible stories of science, history, finance, mythology, the arts, medicine, and more, as told by the Periodic Table. Why did Gandhi hate iodine (I, 53)? How did radium (Ra, 88) nearly ruin Marie Curie's reputation? And why is gallium (Ga, 31) the go-to element for laboratory pranksters? The Periodic Table is a crowning scientific achievement, but it's also a treasure trove of adventure, betrayal, and obsession. These fascinating tales follow every element on the table as they play out their parts in human history, and in the lives of the (frequently) mad scientists who discovered them. The Disappearing Spoon masterfully fuses science with the classic lore of invention, investigation, and discovery -- from the Big Bang through the end of time. Though solid at room temperature, gallium is a moldable metal that melts at 84 degrees Fahrenheit. A classic science prank is to mold gallium spoons, serve them with tea, and watch guests recoil as their utensils disappear.
"A brilliant examination of literary invention through the ages, from ancient Mesopotamia to Elena Ferrante, showing how writers created technical breakthroughs as sophisticated and significant as any in science, and in the process, engineered enhancements to the human heart and mind"--
This book offers a highly accessible introduction to natural language processing, the field that supports a variety of language technologies, from predictive text and email filtering to automatic summarization and translation. With it, you'll learn how to write Python programs that work with large collections of unstructured text. You'll access richly annotated datasets using a comprehensive range of linguistic data structures, and you'll understand the main algorithms for analyzing the content and structure of written communication. Packed with examples and exercises, Natural Language Processing with Python will help you: Extract information from unstructured text, either to guess the topic or identify "named entities" Analyze linguistic structure in text, including parsing and semantic analysis Access popular linguistic databases, including WordNet and treebanks Integrate techniques drawn from fields as diverse as linguistics and artificial intelligence This book will help you gain practical skills in natural language processing using the Python programming language and the Natural Language Toolkit (NLTK) open source library. If you're interested in developing web applications, analyzing multilingual news sources, or documenting endangered languages -- or if you're simply curious to have a programmer's perspective on how human language works -- you'll find Natural Language Processing with Python both fascinating and immensely useful.
A resource to help forensic investigators locate, analyze, and understand digital evidence found on modern Linux systems after a crime, security incident or cyber attack. Practical Linux Forensics dives into the technical details of analyzing postmortem forensic images of Linux systems which have been misused, abused, or the target of malicious attacks. It helps forensic investigators locate and analyze digital evidence found on Linux desktops, servers, and IoT devices. Throughout the book, you learn how to identify digital artifacts which may be of interest to an investigation, draw logical conclusions, and reconstruct past activity from incidents. You’ll learn how Linux works from a digital forensics and investigation perspective, and how to interpret evidence from Linux environments. The techniques shown are intended to be independent of the forensic analysis platforms and tools used. Learn how to: Extract evidence from storage devices and analyze partition tables, volume managers, popular Linux filesystems (Ext4, Btrfs, and Xfs), and encryption Investigate evidence from Linux logs, including traditional syslog, the systemd journal, kernel and audit logs, and logs from daemons and applications Reconstruct the Linux startup process, from boot loaders (UEFI and Grub) and kernel initialization, to systemd unit files and targets leading up to a graphical login Perform analysis of power, temperature, and the physical environment of a Linux machine, and find evidence of sleep, hibernation, shutdowns, reboots, and crashes Examine installed software, including distro installers, package formats, and package management systems from Debian, Fedora, SUSE, Arch, and other distros Perform analysis of time and Locale settings, internationalization including language and keyboard settings, and geolocation on a Linux system Reconstruct user login sessions (shell, X11 and Wayland), desktops (Gnome, KDE, and others) and analyze keyrings, wallets, trash cans, clipboards, thumbnails, recent files and other desktop artifacts Analyze network configuration, including interfaces, addresses, network managers, DNS, wireless artifacts (Wi-Fi, Bluetooth, WWAN), VPNs (including WireGuard), firewalls, and proxy settings Identify traces of attached peripheral devices (PCI, USB, Thunderbolt, Bluetooth) including external storage, cameras, and mobiles, and reconstruct printing and scanning activity
At once a pioneering study of evolution and an accessible and lively reading experience, a book that offers the most convincing—and radical—explanation for how and why the human mind evolved. Consciousness, morality, creativity, language, and art: these are the traits that make us human. Scientists have traditionally explained these qualities as merely a side effect of surplus brain size, but Miller argues that they were sexual attractors, not side effects. He bases his argument on Darwin’ s theory of sexual selection, which until now has played second fiddle to Darwin’ s theory of natural selection, and draws on ideas and research from a wide range of fields, including psychology, economics, history, and pop culture. Witty, powerfully argued, and continually thought-provoking, The Mating Mind is a landmark in our understanding of our own species.
Function literals, Monads, Lazy evaluation, Currying, and more About This Book Write concise and maintainable code with streams and high-order functions Understand the benefits of currying your Golang functions Learn the most effective design patterns for functional programming and learn when to apply each of them Build distributed MapReduce solutions using Go Who This Book Is For This book is for Golang developers comfortable with OOP and interested in learning how to apply the functional paradigm to create robust and testable apps. Prior programming experience with Go would be helpful, but not mandatory. What You Will Learn Learn how to compose reliable applications using high-order functions Explore techniques to eliminate side-effects using FP techniques such as currying Use first-class functions to implement pure functions Understand how to implement a lambda expression in Go Compose a working application using the decorator pattern Create faster programs using lazy evaluation Use Go concurrency constructs to compose a functionality pipeline Understand category theory and what it has to do with FP In Detail Functional programming is a popular programming paradigm that is used to simplify many tasks and will help you write flexible and succinct code. It allows you to decompose your programs into smaller, highly reusable components, without applying conceptual restraints on how the software should be modularized. This book bridges the language gap for Golang developers by showing you how to create and consume functional constructs in Golang. The book is divided into four modules. The first module explains the functional style of programming; pure functional programming (FP), manipulating collections, and using high-order functions. In the second module, you will learn design patterns that you can use to build FP-style applications. In the next module, you will learn FP techniques that you can use to improve your API signatures, to increase performance, and to build better Cloud-native applications. The last module delves into the underpinnings of FP with an introduction to category theory for software developers to give you a real understanding of what pure functional programming is all about, along with applicable code examples. By the end of the book, you will be adept at building applications the functional way. Style and approach This book takes a pragmatic approach and shows you techniques to write better functional constructs in Golang. We'll also show you how use these concepts to build robust and testable apps.
This American underground classic is a rollicking cosmic mystery featuring Albert Einstein and James Joyce as the ultimate space/time detectives. One fateful evening in a suitably dark, beer-soaked Swiss rathskeller, a wild and obscure Irishman named James Joyce would become the drinking partner of an unknown physics professor called Albert Einstein. And on that same momentous night, Sir John Babcock, a terror-stricken young Englishman, would rush through the tavern door bringing a mystery that only the two most brilliant minds of the century could solve . . . or perhaps bringing only a figment of his imagination born of the paranoia of our times. An outrageous, raunchy ride through the twists and turns of mind and space, Masks of the Illuminati runs amok with all our fondest conspiracy theories to show us the truth behind the laughter . . . and the laughter in the truth. Praise for Masks of the Illuminati “I was astonished and delighted . . . Robert Anton Wilson managed to reverse every mental polarity in me, as if I had been pulled through infinity.”—Philip K. Dick “[Wilson is] erudite, witty, and genuinely scary.”—Publishers Weekly “A dazzling barker hawking tickets to the most thrilling tilt-a-whirls and daring loop-o-planes on the midway to a higher consciousness.”—Tom Robbins “Wilson is one of the most profound, important, scientific philosophers of this century—scholarly, witty, hip, and hopeful.”—Timothy Leary
“Fans of The Sound of Music will find plenty to please them in [this] history of the sweeping musical.” —Kirkus Reviews On March 2, 1965, The Sound of Music was released in the United States and the love affair between moviegoers and the classic Rodgers and Hammerstein musical began. Rarely has a film captured the love and imagination of the moviegoing public the way The Sound of Music did as it blended history, music, stunning Austrian locations, heartfelt emotion—and the yodeling of Julie Andrews—into a monster hit. Now, Tom Santopietro has written the ultimate book for fans with behind the scenes stories of the filming, new interviews with Johannes von Trapp and others, photographs, and more. He looks back at the real life story of Maria von Trapp, goes on to chronicle the sensational success of the Broadway musical, and recounts the near cancellation of the film when Cleopatra bankrupted 20th Century Fox. He reveals the actors who were also considered for the roles of Maria and Captain von Trapp, and provides a historian’s critical analysis of the careers of director Robert Wise and screenwriter Ernest Lehman. He also takes a look at the critical controversy that greeted the movie, its relationship to the turbulent 1960s, and the superstardom that engulfed Julie Andrews. The Sound of Music Story is for everyone who cherishes this American classic.
For four thousand years, the Guardships have ruled Canon Space—immortal ships with an immortal crew, dealing swiftly and harshly with any mercantile houses or alien races that threaten the status quo. But now the House Tregesser has an edge: a force from outside Canon Space offers them the resources to throw off Guardship rule. This precipitates an avalanche of unexpected outcomes, including the emergence of Kez Maefele, one of the few remaining generals of the Ku Warrior race-the only race to ever seriously threaten Guardship hegemony. Kez Maefele and a motley group of aliens, biological constructs, an scheming aristocrats find themselves at the center of the conflict. Maefele must chose which side he will support: the Guardships, who defeated and destroyed his race, or the unknown forces outside Canon Space that promise more death and destruction.