RAG Patterns and Vector Search in Generative AI - Meetup Mar 2024 by Udaiappa Ramachandran

In this enlightening presentation, Udaiappa Ramachandran (Udai), CTO/CSO at Akumina Inc. and a Microsoft Azure MVP, delves into the sophisticated realm of 'RAG Patterns and Vector Search in Generative AI.' Udai expertly breaks down complex concepts like Keyword Search and vector Search and their integration into Hybrid Search, making them accessible to a broad audience. The discussion illuminates the pros and cons of these approaches, from the simplicity and scalability of Keyword Search to the semantic depth and cross-lingual capabilities of Vector Search. The talk shines in its exploration of Hybrid Search, highlighting its improved accuracy, relevance, and versatility across various applications like product recommendations, anomaly detection, and document search. Examples from industry giants like Amazon, Google, and Netflix illustrate the real-world impact of these technologies. Additionally, Udai touches on the technical aspects of cosine similarity and vector databases, adding depth to the discussion. This presentation is informative and a gateway to understanding the future of search and AI's role in it.