Practical Artificial Intelligence With Scala

Course overview

27 chapters
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The Book

Practical Artificial Intelligence With Scala27 chapters

Begin
  1. Cover Material, Copyright, and License

  2. Preface

  3. Scala 3 Conventions and Tricks Used in This Book

  4. Search Algorithms

  5. A Chess Engine and AI Bot

  6. Backpropagation Neural Networks from Scratch

  7. Genetic Algorithms

  8. Anomaly Detection

  9. Natural Language Processing

  10. Semantic Web and SPARQL

  11. Knowledge Graph Navigator (KGN)

  12. Integrating Google Gemini

  13. Integrating OpenAI

  14. Local LLMs with Ollama

  15. An Interactive Text Adventure Game with Ollama

  16. Autonomous Agents with AgentScope

  17. Building a Neural-Symbolic Knowledge Graph Engine in Scala

  18. Probability: Bayes, Base Rates, and Tests

  19. Symbolic Math: Differentiate and Integrate

  20. Agentic RAG with Local Docs

  21. Brave Web Search for Agents and RAG

  22. LLM Tool Use Without a Framework

  23. A SQLite Cache for LLM Calls

  24. More Hosted Models: Anthropic, Mistral, Groq, Moonshot, Perplexity, Hugging Face

  25. Ollama Vision: Read Text from Images

  26. A Tiny Transformer from Scratch

  27. Interactive Web Widgets with Laminar