Decoding Language: Principles, Applications, and Future of NLP: fully aligned with the authoritative, forward-looking, and solution-oriented
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Title: Natural Language Processing: Core Principles and Applications Author: Muammar Lone
Unlock the power of Natural Language Processing (NLP) with this comprehensive guide by Muammar Lone. This book covers the foundational concepts, historical developments, and modern applications of NLP, making it an essential resource for students, researchers, and professionals.
Key Features:
Unlock the power of Natural Language Processing (NLP) with this comprehensive guide by Muammar Lone. This book covers the foundational concepts, historical developments, and modern applications of NLP, making it an essential resource for students, researchers, and professionals.
Key Features:
- Foundations and Importance: Understand the basics of NLP and its significance in bridging human communication with computer understanding.
- Historical Insights: Explore the evolution of NLP from the 1950s to the present, highlighting key milestones and advancements.
- Core Challenges: Learn about the complexities of processing human language, including ambiguity, variability, and non-literal language.
- Modern Applications: Discover how NLP is used in machine translation, chatbots, sentiment analysis, and text summarization.
- Linguistic Analysis: Delve into phonology, morphology, syntax, semantics, and pragmatics, and their roles in NLP.
- Computational Approaches: Gain insights into rule-based systems, statistical methods, deep learning, and hybrid approaches.
- Text Preprocessing: Master essential techniques like tokenization, normalization, and stop word removal.
- Feature Engineering: Explore models like Bag of Words, TF-IDF, n-grams, and word embeddings.
- Advanced Topics: Understand semantic analysis, syntactic parsing, coreference resolution, relationship extraction, and contextual understanding.
- Students and Researchers: Build a solid foundation in NLP principles and applications.
- Professionals: Enhance your skills and stay updated with the latest advancements in NLP.
- AI Enthusiasts: Explore cutting-edge techniques transforming human-computer interaction.