C++ for Natural Language Processing
eBook - ePub

C++ for Natural Language Processing

Build and Deploy NLP Systems with C++ and Modern AI

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

C++ for Natural Language Processing

Build and Deploy NLP Systems with C++ and Modern AI

About this book

C++ natural language processing and NLP C++ programming. Unlock the raw power of C++ for natural language processing with this hands-on guide. Build fast text-processing tools—tokenizers, search engines, and classifiers—where C++ speed beats interpreted languages. From beginner to pro, master NLP with C++ and create high-performance applications. In this practical book, Roland Kessler shows you how to leverage C++'s unmatched performance for natural language processing tasks. You'll start with tokenization and text normalization, then move to search algorithms and classification models. Each chapter includes complete code examples and real-world projects. Whether you're a data scientist, software engineer, or researcher, you'll learn to build tools that process text faster than Python or Java. What you will learn: Design custom tokenizers for any language Implement efficient search algorithms with C++ STL Build text classifiers using machine learning libraries Optimize memory and CPU for large-scale NLP Integrate with existing C++ projects Unlike general C++ books, this focuses solely on NLP. It's the perfect companion for developers who want speed. Compare with [placeholder] and [placeholder] for a focused approach to text processing. This hands-on C/C++/C#/.NET guide is written to be used at the keyboard: every concept is paired with something you can run, adapt, and keep. You move from first principles to real, working results, with the common errors and fixes called out along the way so you are never stuck for long.

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Table of contents

  1. C++ for Natural Language Processing
  2. C++ for Natural Language Processing
  3. Preface
  4. Chapter 1 — Setting Up Your C++ NLP Development Environment
  5. Chapter 2 — Modern C++ Essentials for Text Processing
  6. Chapter 3 — Reading, Writing, and Normalizing Real-World Text
  7. Chapter 4 — Tokenization: From Characters to Subwords
  8. Chapter 5 — N-gram Language Models and Text Generation
  9. Chapter 6 — Vector Space Models and Classic Search
  10. Chapter 7 — High-Performance Text Classification
  11. Chapter 8 — Sequence Labeling for Named Entity Recognition
  12. Chapter 9 — Static Word Embeddings and Analogies
  13. Chapter 10 — Neural Networks from Scratch in C++
  14. Chapter 11 — Sequence Modeling with LSTMs
  15. Chapter 12 — Transformer Inference with ggml and llama.cpp
  16. Chapter 13 — Building a Complete RAG System
  17. Chapter 14 — Production: Profiling, Serialization, and Packaging
  18. Chapter 15 — Capstone: Train Your Own Mini-GPT from Scratch
  19. Chapter 16 — Advanced Decoding and Sampling Strategies
  20. Chapter 17 — Putting It All Together: The Unified Assistant
  21. Chapter 18 — Where to Go Next: The C++ NLP Frontier

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