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This talk explores how multi-modality enhances neural network capabilities through contrastive learning and specialized architectures to create unified vector spaces for images and text. Learn about building image-text search and Composite Image Retrieval (CIR) using multimodal embeddings with the Milvus open source vector database, and discover how these techniques unlock new possibilities in Retrieval-Augmented Generation (RAG) systems. The 49-minute presentation from Open Data Science provides practical insights into implementing multimodal RAG solutions that can transform how AI systems process and generate content across different data types.
Syllabus
Multimodal Retrieval Augmented Generation RAG with Vector Databas
Taught by
Open Data Science