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"Mastering Natural Language Processing: A Comprehensive Guide from Basics to Deployment"
Paperback
Publisher: Independently Published
Published: Jan 5 2024
Pages: 358
Weight: 0.95
Height: 0.89 Width: 6.00 Depth: 9.00
Language: English
Inside, you will learn how to:
◆ see the hidden structure of language before choosing a tool or model;
◆ prepare and tokenise text without carelessly erasing meaning, identity, or privacy;
◆ explore corpora, frequency, phrase patterns, imbalance, and evidence;
◆ understand bag-of-words, TF-IDF, embeddings, classifiers, sequence models, attention, and transformers;
◆ evaluate systems with confusion matrices, precision, recall, thresholds, calibration, robustness, and human judgement;
◆ move from a model file to a dependable service with APIs, monitoring, drift detection, rollback, and human review;
◆ design fairness, security, governance, incident response, and responsible scaling into the system from the beginning.
The journey is taught through natural dialogue, grounded scenarios, visual learning pages, original reflection pieces, practical canvases, and a final Value Edition that turns knowledge into action. Readers work through problem decomposition, fear-free mathematics, error diagnosis, project planning, and a thirty-day learning path.
WHY THIS BOOK IS DIFFERENT
It does not present NLP as a parade of fashionable tools. It presents a complete chain of responsibility: purpose, data, representation, modelling, evaluation, deployment, monitoring, and stewardship. This is not a promise that every reader will become an expert overnight. It is a carefully layered invitation to understand the field well enough to ask better questions, make better choices, and continue learning with confidence.
Begin with language as people live it. Follow the evidence into models. Test the errors honestly. Then learn what it takes to place a useful language system into the world without forgetting the people it is meant to serve.
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