Natural Language Processing and Computational Linguistics

Natural Language Processing and Computational Linguistics
Author: Bhargav Srinivasa-Desikan
Publisher: Packt Publishing Ltd
Total Pages: 298
Release: 2018-06-29
Genre: Computers
ISBN: 1788837037

Work with Python and powerful open source tools such as Gensim and spaCy to perform modern text analysis, natural language processing, and computational linguistics algorithms. Key Features Discover the open source Python text analysis ecosystem, using spaCy, Gensim, scikit-learn, and Keras Hands-on text analysis with Python, featuring natural language processing and computational linguistics algorithms Learn deep learning techniques for text analysis Book Description Modern text analysis is now very accessible using Python and open source tools, so discover how you can now perform modern text analysis in this era of textual data. This book shows you how to use natural language processing, and computational linguistics algorithms, to make inferences and gain insights about data you have. These algorithms are based on statistical machine learning and artificial intelligence techniques. The tools to work with these algorithms are available to you right now - with Python, and tools like Gensim and spaCy. You'll start by learning about data cleaning, and then how to perform computational linguistics from first concepts. You're then ready to explore the more sophisticated areas of statistical NLP and deep learning using Python, with realistic language and text samples. You'll learn to tag, parse, and model text using the best tools. You'll gain hands-on knowledge of the best frameworks to use, and you'll know when to choose a tool like Gensim for topic models, and when to work with Keras for deep learning. This book balances theory and practical hands-on examples, so you can learn about and conduct your own natural language processing projects and computational linguistics. You'll discover the rich ecosystem of Python tools you have available to conduct NLP - and enter the interesting world of modern text analysis. What you will learn Why text analysis is important in our modern age Understand NLP terminology and get to know the Python tools and datasets Learn how to pre-process and clean textual data Convert textual data into vector space representations Using spaCy to process text Train your own NLP models for computational linguistics Use statistical learning and Topic Modeling algorithms for text, using Gensim and scikit-learn Employ deep learning techniques for text analysis using Keras Who this book is for This book is for you if you want to dive in, hands-first, into the interesting world of text analysis and NLP, and you're ready to work with the rich Python ecosystem of tools and datasets waiting for you!

Garbage In, Garbage Out

Garbage In, Garbage Out
Author: Vivian E. Thomson
Publisher: University of Virginia Press
Total Pages: 210
Release: 2009-09-14
Genre: Nature
ISBN: 0813928710

Your garbage is going places you’d never imagine. What used to be sent to the local dump now may move hundreds of miles by truck and barge to its final resting place. Virtually all forms of pollution migrate, subjected to natural forces such as wind and water currents. The movement of garbage, however, is under human control. Its patterns of migration reveal much about power sharing among state, local, and national institutions, about the Constitution’s protection of trash transport as a commercial activity, and about competing notions of social fairness. In Garbage In, Garbage Out, Vivian Thomson looks at Virginia’s status as the second-largest importer of trash in the United States and uses it as a touchstone for exploring the many controversies around trash generation and disposal. Political conflicts over waste management have been felt at all levels of government. Local governments who want to manage their own trash have fought other local governments hosting huge landfills that depend on trash generated hundreds of miles away. State governments have tried to avoid becoming the dumping grounds for cities hundreds of miles away. The constitutional questions raised in these battles have kept interstate trash transport on Congress’s agenda since the early 1990s. Whether the resulting legislative proposals actually address our most critical garbage-related problems, however, remains in question. Thomson sheds much-needed light on these problems. Within the context of increased interstate trash transport and the trend toward privatization of waste management, she examines the garbage issue from a number of perspectives--including the links between environmental justice and trash management, a critical evaluation of the theoretical and empirical relationship between economic growth and environmental improvement, and highlighting the ways in which waste management practices in the US differ from those in the European Union and Japan. Thomson then provides specific, substantive recommendations for our own policymakers. Everything eventually becomes trash. As we explore the long, often surprising, routes our garbage takes, we begin to understand that it is something more than a mere nuisance that regularly "disappears" from our curbside. Rather, trash generation and management reflect patterns of consumption, political choices over whether garbage is primarily pollution or commerce, the social distribution of environmental risk, and how our daily lives compare with those of our counterparts in other industrialized nations.

Outsmart Waste

Outsmart Waste
Author: Tom Szaky
Publisher: Berrett-Koehler Publishers
Total Pages: 169
Release: 2014-01-14
Genre: Business & Economics
ISBN: 1626560250

Ever-expanding landfills, ocean gyres filled with floating plastic mush, endangered wildlife. Our garbage has become a massive and exponentially growing problem in modern society. Eco-entrepreneur Tom Szaky explores why this crisis exists and explains how can we solve it by eliminating the very idea of garbage. To outsmart waste, he says, we first have to understand it, then change how we create it, and finally rethink what we do with it. By mimicking nature and focusing on the value inherent in our by-products, we can transform the waste we can't avoid creating from useless trash to a useful resource. Szaky demonstrates that there is value in every kind of garbage, from used chewing gum to juice pouches to cigarette butts. After reading this mind-expanding book, you will never think about garbage the same way again.

The Slight Edge

The Slight Edge
Author: Jeff Olson
Publisher: Greenleaf Book Group
Total Pages: 297
Release: 2013-11-04
Genre: Business & Economics
ISBN: 1626340463

Turning Simple Disciplines into Massive Success & Happiness

Garbage Land

Garbage Land
Author: Elizabeth Royte
Publisher: Hachette UK
Total Pages: 235
Release: 2007-10-15
Genre: Science
ISBN: 0316030732

Out of sight, out of mind ... Into our trash cans go dead batteries, dirty diapers, bygone burritos, broken toys, tattered socks, eight-track cassettes, scratched CDs, banana peels.... But where do these things go next? In a country that consumes and then casts off more and more, what actually happens to the things we throw away? In Garbage Land, acclaimed science writer Elizabeth Royte leads us on the wild adventure that begins once our trash hits the bottom of the can. Along the way, we meet an odor chemist who explains why trash smells so bad; garbage fairies and recycling gurus; neighbors of massive waste dumps; CEOs making fortunes by encouraging waste or encouraging recycling-often both at the same time; scientists trying to revive our most polluted places; fertilizer fanatics and adventurers who kayak amid sewage; paper people, steel people, aluminum people, plastic people, and even a guy who swears by recycling human waste. With a wink and a nod and a tightly clasped nose, Royte takes us on a bizarre cultural tour through slime, stench, and heat-in other words, through the back end of our ever-more supersized lifestyles. By showing us what happens to the things we've "disposed of," Royte reminds us that our decisions about consumption and waste have a very real impact-and that unless we undertake radical change, the garbage we create will always be with us: in the air we breathe, the water we drink, and the food we consume. Radiantly written and boldly reported, Garbage Land is a brilliant exploration into the soiled heart of the American trash can.

On Garbage

On Garbage
Author: John Scanlan
Publisher: Reaktion Books
Total Pages: 212
Release: 2005-03
Genre: History
ISBN: 9781861892225

On Garbage is the first book to examine the detritus of Western culture in full range—not only material waste and ruin, but also residual or "broken" knowledge and the lingering remainders of cultural thought systems.

The Ethics of Waste

The Ethics of Waste
Author: Gay Hawkins
Publisher: Rowman & Littlefield
Total Pages: 176
Release: 2006
Genre: Nature
ISBN: 9780742530133

Gay Hawkins explores the ethical significance of waste in everyday life_from the broadest conceptions of waste and loss to how the environmental movement has affected the ways we think about garbage. Do we feel virtuous for reusing plastic bags and disdain those who don't? At what point does personal waste become public responsibility? How does this 'public conscience' affect policy? Placing these ideas into historical, social, and cultural perspective, this thoughtful book seeks ways to change ecologically destructive practices without recourse to guilt, moralism, or despair.

Where Does the Garbage Go?

Where Does the Garbage Go?
Author: Paul Showers
Publisher: Perfection Learning
Total Pages: 32
Release: 2015-08-04
Genre: Juvenile Nonfiction
ISBN: 9781680651607

Explains how people create too much waste and how waste is now recycled and put into landfills.

Resisting Garbage

Resisting Garbage
Author: Lily Baum Pollans
Publisher: University of Texas Press
Total Pages: 208
Release: 2021-11-02
Genre: History
ISBN: 1477323708

Resisting Garbage presents a new approach to understanding practices of waste removal and recycling in American cities, one that is grounded in the close observation of case studies while being broadly applicable to many American cities today. Most current waste practices in the United States, Lily Baum Pollans argues, prioritize sanitation and efficiency while allowing limited post-consumer recycling as a way to quell consumers’ environmental anxiety. After setting out the contours of this “weak recycling waste regime,” Pollans zooms in on the very different waste management stories of Seattle and Boston over the last forty years. While Boston’s local politics resulted in a waste-export program with minimal recycling, Seattle created new frameworks for thinking about consumption, disposal, and the roles that local governments and ordinary people can play as partners in a project of resource stewardship. By exploring how these two approaches have played out at the national level, Resisting Garbage provides new avenues for evaluating municipal action and fostering practices that will create environmentally meaningful change.