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    This second edition textbook covers a coherently organized framework for text analytics, which integrates material drawn from the intersecting topics of information retrieval, machine learning, and natural language processing.Particular importance is placed on deep learning methods.The chapters of this book span three broad categories:1.Basic algorithms: Chapters 1 through 7 discuss the classical algorithms for text analytics such as preprocessing, similarity computation, topic modeling, matrix factorization, clustering, classification, regression, and ensemble analysis. 2. Domain-sensitive learning and information retrieval: Chapters 8 and 9 discuss learning models in heterogeneous settings such as a combination of text with multimedia or Web links.The problem of information retrieval and Web search is also discussed in the context of its relationship with ranking and machine learning methods. 3. Natural language processing: Chapters 10 through 16 discuss various sequence-centric and natural language applications, such as feature engineering, neural language models, deep learning, transformers, pre-trained language models, text summarization, information extraction, knowledge graphs, question answering, opinion mining, text segmentation, and event detection.Compared to the first edition, this second edition textbook (which targets mostly advanced level students majoring in computer science and math) has substantially more material on deep learning and natural language processing.Significant focus is placed on topics like transformers, pre-trained language models, knowledge graphs, and question answering.

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  • AIA 9 Management Information : Study Text
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  • AIA 9 Management Information : Study Text
    AIA 9 Management Information : Study Text

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  • Food Information, Communication and Education : Eating Knowledge
    Food Information, Communication and Education : Eating Knowledge

    Food Information, Communication and Education analyses the role of different media in producing and transforming knowledge about food. ‘Eating knowledge’, or knowledge about food and food practice, is a central theme of cooking classes, the daily press, school textbooks, social media, popular magazines and other media.In addition, a wide variety of actors have taken on the responsibility of informing and educating the public about food, including food producers, advertising agencies, celebrity chefs, teachers, food bloggers and government institutions. Featuring a range of European case studies, this interdisciplinary collection advances our understanding of the processes of mediatization, circulation and reception of knowledge relating to food within specific social environments.Topics covered include: popularized knowledge about food carried over from past to present; the construction of trustworthy knowledge in today’s food risk society; critical assessment of nutrition education initiatives for children; and political and ideological implications of food information policy and practice.

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  • The Timucua Language : A Text-Based Reference Grammar
    The Timucua Language : A Text-Based Reference Grammar

    The Timucua Language is a comprehensive reference grammar of Timucua, the Native language of much of northern Florida during the Spanish colonial period.Though the Timucua language is no longer spoken, written Timucua was extensively used as a medium of Franciscan evangelism in the seventeenth century; indeed, the Timucua catechisms from 1612 are the earliest written records in any Native language of the land that is now the United States.Two secular letters in the language also survive from that period.As a whole, the Timucua written corpus gives us incomparable insight into the Indigenous culture and history of early Florida. This grammar is based on a thorough study of the extant printed and handwritten documents and on careful philological and comparative analysis of the corpus. Because the content of printed Timucua material often varies considerably from the Spanish text printed in parallel with it, careful study of Timucua grammar enables linguists, anthropologists, and historians to begin to read these critical texts in Florida and southeastern U.S. history.

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