Vector Similarity Search in Spring with Redis Stack
Explore vector similarity search implementation in Spring applications using Redis Stack's enhanced search capabilities in this 55-minute conference talk from Spring I/O 2023 in Barcelona. Dive into the fundamentals of Vector Similarity Search (VSS) and its applications in retrieving information from unstructured data types such as audio, natural language, images, and video clips. Learn about creating embeddings for various data entities, understand vector databases, data vectorization techniques, and similarity metrics. Discover how VSS enables advanced similarity search experiences in e-commerce recommendations, semantic similarity, user profile matching, product comparisons, time-series data analysis, and transaction similarity detection. Gain insights into leveraging VSS for real-time similarity spotting in applications ranging from visual search on e-commerce websites to automated chatbots and recommendation systems.