Model customization - Generative AI Lens

Model customization

GENOPS05: How do you determine when to execute Gen AI model customization?

Explore the strategic approach to generative AI model customization, and consider factors like task specificity, data availability, and resource constraints. Align model advanced customization with operational needs. Begin with prompt engineering and progress to more advanced methods like RAG, fine-tuning, or building custom models. Use cloud-based tools for model evaluation and customization, which helps maintaining security and regular updates. Balance model performance with resource requirements and maintenance costs throughout the customization process.