Natural language processing in action : understanding, analyzing, and generating text with Python / Hobson Lane, Cole Howard, Hannes Max Hapke [Texto impreso]
By: Lane, Hobson
Contributor(s): Hapke, Hannes Max | Howard, ColeLanguage: English Publisher: Shelter Island (New York) : Manning, 2019Description: xviii, 512 p.: gráf.: 24 cmISBN: 978-1-61729-463-1Subject(s): Análisis automático (Lingüística) | Python (lenguaje de programación)| Item type | Current location | Collection | Call number | Status | Date due | Barcode | Course reserves |
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Libro
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Biblioteca Universidad Europea del Atlántico Fondo General | No ficción | 81´322 LAN nat | Available | 3419 |
Bibliografía: 481-489.
PART 1: Wordy machines ; 1. Pac kets of thought (NPL oerview) ; 2. Build your vocabulary (word tokenization) ; 3. Math with word (TF-IDF vectors ; PART 2: Deeper learning (Neutral networks) ; 5. Baby steps with neral networks (perceptrons and backpropagation) ; 6. Reasoning with word vectors (Word2vec) ; 7. Getting word in order with convolutional neural networks (CNNS) ; 8. Loopy (recurrent) neural networks (RNNS) ; 9. Improving retention with long short-term memory networks ; 10. Sequence-to-secuence models and attention ; 11. Information extration (named entity extraction and question answering) ; 12. Getting chatty (dialog engines) ; 13. Scaling up (optimazition, parallelization, and batch processing) ; Appendix A: Your NLP tools ; Appendix B: Playful Python and regular expressions ; Appendix C: Vectors and matrices (linear algebra fundamentals) ; Appendix D: Machine learning tools and techniques ; Appendix E: Resources ; Appendix F: Glossary ; Appendix G: Setting up your GPU ; Appendix H: Locality sensitive Hashing.