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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.
With House of Sand and Fog, his National Book Award-nominated novel, Andre Dubus III demonstrated his mastery of the complexities of character and desire. In this earlier novel he captures a roiling time in American history and the coming-of-age of a boy who must decide between desire, ambition, and duty. In the summer of 1967, Leo Suther has one more year of high school to finish and a lot more to learn. He's in love with the beautiful Allie Donovan who introduces him to her father, Chick — a construction foreman and avowed Communist. Soon Leo finds himself in the midst of a consuming love affair and an intense testing of his political values. Chick's passionate views challenge Leo's perspective on the escalating Vietnam conflict and on just where he stands in relation to the new people in his life. Throughout his — and the nation's — unforgettable "summer of love," Leo is learning the language of the blues, which seem to speak to the mourning he feels for his dead mother, his occasionally distant father, and the youth which is fast giving way to manhood.
The new novel in Craig Johnson's beloved New York Times bestselling Longmire series. "It's the scenery—and the big guy standing in front of the scenery—that keeps us coming back to Craig Johnson's lean and leathery mysteries." —The New York Times Book Review Recovering from his harrowing experiences in Mexico, Sheriff Walt Longmire returns to Absaroka County, Wyoming, to lick his wounds and try once again to maintain justice in a place with grudges that go back generations. When a shepherd is found dead, Longmire suspects it could be suicide. But the shepherd's connection to the Extepares, a powerful family of Basque ranchers with a history of violence, leads the sheriff into an intricate investigation of a possible murder. As Walt searches for information about the shepherd, he comes across strange carvings on trees, as well as play money coupons from inside Mallo Cup candies, which he interprets as messages from his spiritual guide, Virgil White Buffalo. Longmire doesn't know how these little blue cards are appearing, but Virgil usually reaches out if a child is in danger. So when a young boy with ties to the Extepare clan arrives in town, the stakes grow even higher. Even more complicating, a renegade wolf has been haunting the Bighorn Mountains, and the townspeople are out for blood. With both a wolf and a killer on the loose, Longmire follows a twisting trail of evidence, leading to dark and shocking conclusions.
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
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.
Presents a selection of the research presented at the 50th Annual Meeting of the College Reading Association in Pittsburgh, Pa., Oct. 2006.
From the award-winning, New York Times bestselling author of NOS4A2 and Heart-Shaped Box comes a chilling novel about a worldwide pandemic of spontaneous combustion that threatens to reduce civilization to ashes and a band of improbable heroes who battle to save it, led by one powerful and enigmatic man known as the Fireman. The fireman is coming. Stay cool. No one knows exactly when it began or where it originated. A terrifying new plague is spreading like wildfire across the country, striking cities one by one: Boston, Detroit, Seattle. The doctors call it Draco Incendia Trychophyton. To everyone else it’s Dragonscale, a highly contagious, deadly spore that marks its hosts with beautiful black and gold marks across their bodies—before causing them to burst into flames. Millions are infected; blazes erupt everywhere. There is no antidote. No one is safe. Harper Grayson, a compassionate, dedicated nurse as pragmatic as Mary Poppins, treated hundreds of infected patients before her hospital burned to the ground. Now she’s discovered the telltale gold-flecked marks on her skin. When the outbreak first began, she and her husband, Jakob, had made a pact: they would take matters into their own hands if they became infected. To Jakob’s dismay, Harper wants to live—at least until the fetus she is carrying comes to term. At the hospital, she witnessed infected mothers give birth to healthy babies and believes hers will be fine too. . . if she can live long enough to deliver the child. Convinced that his do-gooding wife has made him sick, Jakob becomes unhinged, and eventually abandons her as their placid New England community collapses in terror. The chaos gives rise to ruthless Cremation Squads—armed, self-appointed posses roaming the streets and woods to exterminate those who they believe carry the spore. But Harper isn’t as alone as she fears: a mysterious and compelling stranger she briefly met at the hospital, a man in a dirty yellow fire fighter’s jacket, carrying a hooked iron bar, straddles the abyss between insanity and death. Known as The Fireman, he strolls the ruins of New Hampshire, a madman afflicted with Dragonscale who has learned to control the fire within himself, using it as a shield to protect the hunted . . . and as a weapon to avenge the wronged. In the desperate season to come, as the world burns out of control, Harper must learn the Fireman’s secrets before her life—and that of her unborn child—goes up in smoke.
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.
Martin Gardner's Mathematical Games columns in Scientific American inspired and entertained several generations of mathematicians and scientists. Gardner in his crystal-clear prose illuminated corners of mathematics, especially recreational mathematics, that most people had no idea existed. His playful spirit and inquisitive nature invite the reader into an exploration of beautiful mathematical ideas along with him. These columns were both a revelation and a gift when he wrote them; no one--before Gardner--had written about mathematics like this. They continue to be a marvel. This is the original 1986 edition and contains columns published from 1972-1974.