IA Generativa: LLMs vs SLMs

Overview Comparative analysis of Large Language Models (LLMs) and Small Language Models (SLMs) in the context of generative AI. Explanation of different capabilities to customize and fine-tune models and limitations of deployment. Key Topics Architecture differences between LLMs and SLMs Capabilities for customization and fine-tuning Deployment considerations and resource requirements Real-world applications and use case selection Event The AI & Big Data Congress is one of Spain’s conferences on artificial intelligence and data science, bringing together researchers, practitioners, and industry leaders.

Date: October 1, 2024 · Estimated Reading Time: 1 min · Author: Oriol Alàs Cercós

Generative AI: Retrieval Augmented Generation (RAG) systems

Overview Comprehensive masterclass on Retrieval Augmented Generation (RAG) systems, covering the fundamentals of combining retrieval mechanisms with large language models to improve accuracy and reduce hallucinations. Key Topics RAG architecture and design patterns Embedding models and vector databases Chunking strategies and retrieval optimization Evaluation metrics and best practices Hands-on implementation examples Event CIDAI (Centre d’Innovació Digital i Artificial Intelligence) masterclass series focused on advanced AI techniques for professionals and researchers.

Date: February 1, 2024 · Estimated Reading Time: 1 min · Author: Oriol Alàs Cercós