{"@attributes":{"version":"2.0"},"channel":{"title":"Embeddings on Oriol Al\u00e0s Cerc\u00f3s","link":"https:\/\/oriolac.github.io\/tags\/embeddings\/","description":"Recent content in Embeddings on Oriol Al\u00e0s Cerc\u00f3s","generator":"Hugo -- 0.150.0","language":"en-us","copyright":"Oriol Al\u00e0s Cerc\u00f3s","lastBuildDate":"Thu, 01 Feb 2024 00:00:00 +0000","item":{"title":"Generative AI: Retrieval Augmented Generation (RAG) systems","link":"https:\/\/oriolac.github.io\/talks\/cidai-masterclass-rag\/","pubDate":"Thu, 01 Feb 2024 00:00:00 +0000","guid":"https:\/\/oriolac.github.io\/talks\/cidai-masterclass-rag\/","description":"<h2 id=\"overview\">Overview<\/h2>\n<p>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.<\/p>\n<h2 id=\"key-topics\">Key Topics<\/h2>\n<ul>\n<li>RAG architecture and design patterns<\/li>\n<li>Embedding models and vector databases<\/li>\n<li>Chunking strategies and retrieval optimization<\/li>\n<li>Evaluation metrics and best practices<\/li>\n<li>Hands-on implementation examples<\/li>\n<\/ul>\n<h2 id=\"event\">Event<\/h2>\n<p>CIDAI (Centre d&rsquo;Innovaci\u00f3 Digital i Artificial Intelligence) masterclass series focused on advanced AI techniques for professionals and researchers.<\/p>"}}}