Master Semantic Search at Scale: Index Millions of Documents with Lightning-Fast Inference Times using FAISS and Sentence Transformers
Dive into an end-to-end demo of a high-performance semantic search engine leveraging GPU acceleration, efficient indexing techniques, and robust sentence encoders on datasets up to 1M documents, achieving 50 ms inference times —  Introduction In search and information retrieval, semantic search has emerged as a game-changer. It allows us to search and retrieve documents based on their meaning or concepts rather than just keyword matching. The semantic search leads to more sophisticated and relevant results than traditional keyword-based search methods. However, the challenge lies…
Master Semantic Search at Scale: Index Millions of Documents with Lightning-Fast Inference Times using FAISS and Sentence Transformers Dive into an end-to-end demo of a high-performance semantic search engine leveraging GPU acceleration, efficient indexing techniques, and robust sentence encoders on datasets up to 1M documents, achieving 50 ms inference times —  Introduction In search and information retrieval, semantic search has emerged as a game-changer. It allows us to search and retrieve documents based on their meaning or concepts rather than just keyword matching. The semantic search leads to more sophisticated and relevant results than traditional keyword-based search methods. However, the challenge lies… machine-learning
Master Semantic Search Scale Index Millions Documents LightningFast Inference Times using FAISS Sentence Transformers Dive endtoend demo highperformance semantic search engine leveraging GPU acceleration efficient indexing technique robust sentence encoders datasets 1M document achieving 50 m inference time — Introduction search information retrieval semantic search emerged gamechanger allows u search retrieve document based meaning concept rather keyword matching semantic search lead sophisticated relevant result traditional keywordbased search method However challenge lies… machinelearning