Filip Makraduli
Filip Makraduli is a London‑based machine learning engineer and developer relations professional with a background in data science and AI, particularly in recommendation systems and language technologies. He has a masters in Biomedical Data Science from Imperial College London and is an experienced speaker.
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One GPU, Four Retrieval Modes: Multi-Model Search Serving
Talk
Competitive search now needs dense embeddings, sparse vectors, ColBERT, and cross-encoder reranking. Most teams run four separate containers. This talk shows how to serve all four from one process, walks through building a hybrid retrieval pipeline with real benchmark data, and covers where each retrieval mode wins and where it wastes compute.