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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.
"In an atomic war, blast, heat, and initial radiation could kill millions close to ground zero of nuclear bursts. Many more millions-everybody else-could be threatened by radioactive fallout. But most of these could be saved. The purpose of this booklet is to show how to escape death from fallout. Everyone, even those far from a likely target, would need shelter from fallout. Your Federal Government has a shelter policy based on the knowledge that most of those beyond the range of blast and heat will survive if they have adequate protection from fallout." -Author's description.
A survey of computational methods for understanding, generating, and manipulating human language, which offers a synthesis of classical representations and algorithms with contemporary machine learning techniques. This textbook provides a technical perspective on natural language processing—methods for building computer software that understands, generates, and manipulates human language. It emphasizes contemporary data-driven approaches, focusing on techniques from supervised and unsupervised machine learning. The first section establishes a foundation in machine learning by building a set of tools that will be used throughout the book and applying them to word-based textual analysis. The second section introduces structured representations of language, including sequences, trees, and graphs. The third section explores different approaches to the representation and analysis of linguistic meaning, ranging from formal logic to neural word embeddings. The final section offers chapter-length treatments of three transformative applications of natural language processing: information extraction, machine translation, and text generation. End-of-chapter exercises include both paper-and-pencil analysis and software implementation. The text synthesizes and distills a broad and diverse research literature, linking contemporary machine learning techniques with the field's linguistic and computational foundations. It is suitable for use in advanced undergraduate and graduate-level courses and as a reference for software engineers and data scientists. Readers should have a background in computer programming and college-level mathematics. After mastering the material presented, students will have the technical skill to build and analyze novel natural language processing systems and to understand the latest research in the field.
A collection of 50 sizzling poems that will set your mind ablaze with the hell fires on earth and heaven. Beautifully translated from Malayalam, they contain imagery that will blow the reader away. Kuzhur Wilson is a quintessential poet who inhales and exhales poetry. From the moment he opened his eyes, he has seen a world different from others. And, he continues to converse with the plants, trees, flowers, fishes, animals, people in much the same way as the five elements spoke to him at that defining moment. Here is imagination at its best - ranging from Thintharoo, a name that never was, to a hundred strange names of the trees around us. Kuzhur Wilson can call each and every tree by name like God calls on us on Judgement day. In his poetry, our world seems to hang on the brink of collapse. But, Kuzhur Wilson summons his women to save us.... 'Karingali who pees standing, Kallavi beseeching to stuff her up, Karanjili quivering in lust, Kaari who hums while fucking, Kaavalam who naps after the toil, Thannimaram showing off her petals, Thambakam kissing the cunt, Thellipayar savouring a prick, Neerkurunda in post-coital languor.' Saved, we are.
In the beginning, a scarecrow made his own history, like a symbol that everyone sees year-around (like Halloween) placed in the middle of surrounding pumpkins and flames all around but never hurting the scarecrow. At the end, two different species-a goblin and a troll-made their own history as well. Keeping the scarecrow strong and their willpower intact, so nobody can erase all three of their history, in which no one can change.
A stimulating and unusually wide-ranging collection of essays overviewing ways in which music functions in film soundtracks.
From his humble beginnings on a small dairy farm in Wisconsin to America's most recognizable voice of agriculture, Orion Samuelson tells the stories of his sixty-plus years behind the microphone and in front of the camera.