Table of Contents
Preface
1
Navigating the NLP Landscape: A Comprehensive Introduction
Who this book is for
What is natural language processing?
The history and evolution of natural language processing
Initial strategies in the machine processing of natural language
A winning synergy – the coming together of NLP and ML
Introduction to math and statistics in NLP
Understanding language models – ChatGPT example
Summary
Questions and answers
2
Mastering Linear Algebra, Probability, and Statistics for Machine Learning and NLP
Introduction to linear algebra
Basic operations on matrices and vectors
Matrix definitions
Eigenvalues and eigenvectors
Numerical methods for finding eigenvectors
Eigenvalue decomposition
Singular value decomposition
Basic probability ...
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