Table of Contents
Complete Chapter, Section, and Subsection Overview
Browse the complete structure of The Language AI Book. Navigate through chapters, sections, and subsections covering NLP fundamentals, language models, transformers, and cutting-edge AI research.
2 chapters • 28 sections
Part 1
Chapter 1
Introduction
3. Statistical & Probabilistic Methods: Corpora, Probabilities & Katz Back-off
3.1 1957: The Perceptron3.2 1962: Neural Networks (MADALINE)3.3 1970s: Hidden Markov Models3.4 1986: Backpropagation3.5 1987: Katz Back-off3.6 1987: Time Delay Neural Networks (TDNN)3.7 1988: Convolutional Neural Networks (CNN)3.8 1991: IBM Statistical Machine Translation3.9 1995: WordNet 1.03.10 1995: Recurrent Neural Networks (RNNs)3.11 1997: Long Short-Term Memory (LSTM)3.12 2001: Conditional Random Fields3.13 2002: BLEU Metric