Getting Started with Deep Learning for Natural Language Processing : learn how to build NLP applications with Deep Learning /
Patel, Sunil,
Getting Started with Deep Learning for Natural Language Processing : learn how to build NLP applications with Deep Learning / Sunil Patel. - First edition. - 382 pages ; 24 cm.
Includes index.
1. Understanding the basics of learning process -- 2. Text processing techniques -- 3. Representing language mathematically -- 4. Using RNN for NLP -- 5. Applying CNN in NLP tasks -- 6. Accelerating NLP with advanced embeddings -- 7. Applying deep learning to NLP tasks -- 8. Application of complex architectures in NLP -- 9. Understanding generative networks -- 10. Techniques of speech processing -- 11. The road ahead.
Covers foundational and advanced deep learning techniques applied to Natural Language Processing (NLP) using Python and PyTorch. Includes preprocessing, CNNs, RNNs, Transformers, GANs, speech processing, and practical applications in topic modeling, text generation, and more.
9789389898118
Deep learning.
Natural language processing (Computer science).
Python (Computer program language).
006.31 / P.S.G
Getting Started with Deep Learning for Natural Language Processing : learn how to build NLP applications with Deep Learning / Sunil Patel. - First edition. - 382 pages ; 24 cm.
Includes index.
1. Understanding the basics of learning process -- 2. Text processing techniques -- 3. Representing language mathematically -- 4. Using RNN for NLP -- 5. Applying CNN in NLP tasks -- 6. Accelerating NLP with advanced embeddings -- 7. Applying deep learning to NLP tasks -- 8. Application of complex architectures in NLP -- 9. Understanding generative networks -- 10. Techniques of speech processing -- 11. The road ahead.
Covers foundational and advanced deep learning techniques applied to Natural Language Processing (NLP) using Python and PyTorch. Includes preprocessing, CNNs, RNNs, Transformers, GANs, speech processing, and practical applications in topic modeling, text generation, and more.
9789389898118
Deep learning.
Natural language processing (Computer science).
Python (Computer program language).
006.31 / P.S.G