Practical Artificial Intelligence Development With Racket

Preface

1. Requests from the Author
2. License for Book Manuscript: Creative Commons
3. Book Example Programs
4. Racket, Scheme, and Common Lisp
5. Personal Artificial Intelligence Journey: or, Life as a Lisp Developer
6. Acknowledgements

A Quick Racket Tutorial

1. Installing Packages
2. Installing Local Packages In Place
3. Mapping Over Lists
4. Element-wise Application: map then applies the + function to the elements of the two lists in a pairwise fashion:
5. (+ 4 104) evaluates to 108
6. Hash Tables
7. Racket Structure Types
8. Simple HTTP GET and POST Operations
9. Using Racket ~/.racketrc Initialization File
10. Tutorial Wrap Up

Datastores

1. Accessing Public RDF Knowledge Graphs - a DBPedia Example
2. SQlite

Implementing a Simple RDF Datastore With Partial SPARQL Support in Racket

1. 1. Core RDF Data Structures and Basic Operations
2. 2. Query Parsing and Execution
3. 3. Helper Functions and Utilities
4. Conclusion

Web Scraping

1. Getting Started Web Scraping
2. Implementation of a Racket Web Scraping Library

Using the OpenAI, Anthropic, Mistral, and Local Hugging Face Large Language Model APIs in Racket

1. The Cambrian Explosion in Language Technology: A Historical Trajectory
2. Commercial and Open Weight LLMs
3. Introduction to the Applications of LLMs
4. Using the OpenAI APIs in Racket
5. Using the Anthropic APIs in Racket
6. Using a Local Hugging Face Llama2-13b-orca Model with Llama.cpp Server
7. Using a Local Mistral-7B Model with Ollama.ai
8. Examples Using William J. Bowman’s Racket Language LLM

Retrieval Augmented Generation of Text Using Embeddings

1. Example Implementation
2. Retrieval Augmented Generation Wrap Up

Natural Language Processing

1. NLP Wrap Up

Knowledge Graph Navigator

1. Entity Types Handled by KGN
2. KGN Implementation
3. Knowledge Graph Navigator Wrap Up

Conclusions