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Mastering spaCy

Mastering spaCy - Second Edition

By : Déborah Mesquita, Duygu Altinok
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Mastering spaCy

Mastering spaCy

5 (1)
By: Déborah Mesquita, Duygu Altinok

Overview of this book

Mastering spaCy, Second Edition is your comprehensive guide to building sophisticated NLP applications using the spaCy ecosystem. This revised edition builds on the expertise of Duygu Altinok, a seasoned NLP engineer and spaCy contributor, and introduces new chapters by Déborah Mesquita, a data science educator and consultant known for making complex concepts accessible. This edition embraces the latest advancements in NLP, featuring chapters on large language models with spacy-llm, transformer integration, and end-to-end workflow management with Weasel. You’ll learn how to enhance NLP tasks using LLMs, streamline workflows using Weasel, and integrate spaCy with third-party libraries like Streamlit, FastAPI, and DVC. From training custom Named Entity Recognition (NER) pipelines to categorizing emotions in Reddit posts, this book covers advanced topics such as text classification and coreference resolution. Starting with the fundamentals—tokenization, NER, and dependency parsing—you’ll explore more advanced topics like creating custom components, training domain-specific models, and building scalable NLP workflows. Through practical examples, clear explanations, tips, and tricks, this book will equip you to build robust NLP pipelines and seamlessly integrate them into web applications for end-to-end solutions.
Table of Contents (17 chapters)
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1
Part 1: Getting Started with spaCy
4
Part 2: Advanced Linguistic and Semantic Analysis
9
Part 3: Customizing and Integrating NLP Workflows

Preface

Too often, technical literature is filled with long code listings, shallow explanations, and concepts that barely scratch the surface. This book is a deliberate departure from that trend. Here, you’ll find not just code but context—explanations, rationales, and practical examples that take you far beyond what a library’s documentation might offer.

Why spaCy? spaCy is one of the most powerful and versatile NLP libraries available today. It has gained prominence for its speed, ease of use, and adaptability to a wide range of applications, from academic research to enterprise-level solutions. But the true potential of spaCy is unlocked only when you move past basic usage and dive deep into its architecture, capabilities, and extensibility. This book is designed to be your guide on that journey.

What sets this book apart is a focus on real-world applicability. From the very beginning, we’ll focus on creating concrete NLP workflows and components, tackling tasks such as syntactic parsing, semantic analysis, and training custom Named Entity Recognition (NER) models. You’ll learn not only how to use spaCy’s core features but also how to incorporate Large Language Models (LLMs) and use the latest tools for data and model management.

Whether you’re a seasoned data scientist or an NLP enthusiast, this book aims to make complex topics accessible, engaging, and—most importantly—useful. We’ll go step by step through the spaCy features and turn them into actionable skills that you can apply to your own projects.

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Mastering spaCy
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