Table of Contents

Table of Contents

1. How can AI-enabled tools support my research?

   Using Advanced Language Technology for Research

2. AI and the Research Project Lifecycle

3. Text Corpora Design

   1. Design Considerations
      1. Research Question
      2. Balance
      3. Access
      4. Digitization
   2. The Scan, Digitize, OCR Workflow
   3. Metadata, Annotation, XML, and TEI
   4. Text Processing Pipeline
   5. XML Tag Removal

4. Deep Learning and Large Language Models

   1. Neural Network and Transformer Anatomy
   2. Word Embeddings

5. Putting the Technology to Work

   1. Word Count and Usage
   2. Question Answering
   3. Named Entity Recognition (NER)
   4. Summarization
   5. Network Analysis
   6. Text Similarity Analysis
   7. Transcription
   8. Translation

6. Retrieval Augmented Generation (RAG) Systems

   1. Anatomy of a RAG System
   2. Vector and Index Searching