Browsing by Author Daniel Jurafsky

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  • TVS.000309 .Daniel Jurafsky, James H. Martin - Speech and Language Processing-Prentice Hall (2008) -1.pdf.jpg
  • Book


  • Authors: Daniel Jurafsky (2007)

  • For undergraduate or advanced undergraduate courses in Classical Natural Language Processing, Statistical Natural Language Processing, Speech Recognition, Computational Linguistics, and Human Language Processing. An explosion of Web-based language techniques, merging of distinct fields, availability of phone-based dialogue systems, and much more make this an exciting time in speech and language processing. The first of its kind to thoroughly cover language technology - at all levels and with all modern technologies - this text takes an empirical approach to the subject, based on applying statistical and other machine-learning algorithms to large corporations. The authors cover areas t...

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  • Sách/Book


  • Authors: Daniel Jurafsky (2025)

  • In the first part of the book we introduce the fundamental suite of algorithmic and linguistic tools that make up the modern neural large language model. We begin with tokenization and preprocessing, including Unicode, and then proceed to intro- duce many basic language modeling ideas using simple n-gram language models, we then introduce the algorithms which are the components of large language models logistic regression, embeddings, and feedforward networks. Next we are ready to introduce the principles of large language modeling, encoder, decoders and pretrain- ing, then the fundamental transformer architecture, then masked language model and other architectures like RNNs and LSTMs...