Dahl Natural Language Understanding with Python

Combine natural language technology, deep learning, and large language models to create human-like language comprehension in computer systems
1. Auflage 2023
ISBN: 978-1-80461-299-6
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 326 Seiten

No detailed description available for "Natural Language Understanding with Python".

Autoren/Hrsg.

Dahl, Deborah A.

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Spracherkennung, Sprachverarbeitung
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Automatische Datenerfassung, Datenanalyse
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Datenbankdesign & Datenbanktheorie
• Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion Informationsarchitektur

Inhaltsverzeichnis

Table of Contents - Natural Language Understanding, Related Technologies, and Natural Language Applications
- Identifying Practical Natural Language Understanding Problems
- Approaches to Natural Language Understanding – Rule-Based Systems, Machine Learning, and Deep Learning
- Selecting Libraries and Tools for Natural Language Understanding
- Natural Language Data – Finding and Preparing Data
- Exploring and Visualizing Data
- Selecting Approaches and Representing Data
- Rule-Based Techniques
- Machine Learning Part 1 - Statistical Machine Learning
- Machine Learning Part 2 – Neural Networks and Deep Learning Techniques
- Machine Learning Part 3 – Transformers and Large Language Models
- Applying Unsupervised Learning Approaches
- How Well Does It Work? – Evaluation
- What to Do If the System Isn't Working
- Summary and Looking to the Future

Über Autor(innen)

Dahl Deborah A.:

Deborah A. Dahl is the principal at Conversational Technologies, with over 30 years of experience in natural language understanding technology. She has developed numerous natural language processing systems for research, commercial, and government applications, including a system for NASA, and speech and natural language components on Android. She has taught over 20 workshops on natural language processing, consulted on many natural language processing applications for her customers, and written over 75 technical papers. Th is is Deborah's fourth book on natural language understanding topics. Deborah has a PhD in linguistics from the University of Minnesota and postdoctoral studies in cognitive science from the University of Pennsylvania.