Chapter 13
Delving into Specialized GenAI Tools
IN THIS CHAPTER
Finding the difference between enterprise-level and consumer AI tools
Getting to know mini GPTs, micro GenAI applications, and marketplaces
Exploring autonomous AI agents, digital twins, and personalized AI
Specialized GenAI models are tools designed to perform specific functions. They come in different forms, namely Small Language Models, fine-tuned Large Language Models, RAG augmented, and fine-tuned and RAG augmented. Variations and combinations of these categories make models more tailored to certain tasks, and in so doing, more accurate in their performance. Here's a more comprehensive breakdown of specialized GenAI model types:
- Small Language Models (SLMs): Slim, task-focused models with fewer parameters and trainable on smaller, highly focused datasets in a matter of minutes or hours.
- Fine-tuned Large Language Models (LLMs): LLMs that are upgraded with domain-specific training data. Level of difficulty is high.
- Retrieval-augmented generation (RAG) models: Language models boosted with external data retrieval systems. Level of difficulty is lower than fine-tuning models.
- Fine-tuned and RAG-augmented models: ...
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