{"product_id":"python-for-natural-language-processing-programming-with-numpy-scikit-learn-keras-and-pytorch-9783031575518","title":"Python for Natural Language Processing: Programming with Numpy, Scikit-Learn, Keras, and Pytorch","description":"\u003cp\u003e • Author(s): Pierre M. Nugues\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Speech \u0026amp; Audio Processing\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003ePreface to the third edition.- Preface to the second edition.- Preface to the first edition.- 1. An Overview of Language Processing.- 2. A Tour of Python.- 3. Corpus Processing Tools.- 4. Encoding and Annotation Scheme.- 5. Python for Numerical Computations.- 6. Topics in Information Theory and Machine Learning.- 7. Linear and Logistic Regression.- 8. Neural Networks.- 9. Counting and Indexing Words.- 10. Dense Vector Representations.- 11. Word Sequences.- 12. Words, Parts of Speech, and Morphology.- 13. Subword Segmentation.- 14. Part-of-Speech and Sequence Annotation.- 15. Self-Attention and Transformers.- 16. Pretraining an Encoder: The BERT Language Model.- 17. Sequence-to-Sequence Architectures: Encoder-Decoders and Decoders.- Index.- References.\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Paperback","offer_id":47658121822359,"sku":"9783031575518","price":4407.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783031575518.webp?v=1775817164","url":"https:\/\/atlanticbooks.com\/products\/python-for-natural-language-processing-programming-with-numpy-scikit-learn-keras-and-pytorch-9783031575518","provider":"Atlantic Books","version":"1.0","type":"link"}