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Contents

Part I

Language as Data

Part II

Meaning as Geometry

Part III

Language Models

Part IV

The Transformer Era

Part V

Working with Large Language Models

Part VI

Applications

Part VII

Responsible Practice

Projects and appendices are handouts and reference code that live only in the PDF. Read them in the PDF edition.

From Natural Language Processing: From Corpus Statistics to Grounded LLMs, by Ramaseshan Ramachandran.