Mastering NLP from Foundations to LLMs
Mastering NLP from Foundations to LLMs:
Apply advanced rule-based techniques to LLMs and solve real-world business problems using Python
English | 2024 | ISBN: 1804619183 | 629 Pages | EPUB (True) | 10.4 MB
Apply advanced rule-based techniques to LLMs and solve real-world business problems using Python
English | 2024 | ISBN: 1804619183 | 629 Pages | EPUB (True) | 10.4 MB
Do you want to master Natural Language Processing (NLP) but don’t know where to begin? This book will give you the right head start. Written by leaders in machine learning and NLP, Mastering NLP from Foundations to LLMs provides an in-depth introduction to techniques. Starting with the mathematical foundations of machine learning (ML), you’ll gradually progress to advanced NLP applications such as large language models (LLMs) and AI applications. You’ll get to grips with linear algebra, optimization, probability, and statistics, which are essential for understanding and implementing machine learning and NLP algorithms. You’ll also explore general machine learning techniques and find out how they relate to NLP. Next, you’ll learn how to preprocess text data, explore methods for cleaning and preparing text for analysis, and understand how to do text classification. You’ll get all of this and more along with complete Python code samples.