This seminar will cover recent algorithmic topics that involve geometric concepts and techniques, including algorithms for nearest neighbor search, dimensionality reduction, traveling salesman problem, metric embeddings, metric decompositions, and their applications to combinatorial algorithms such as approximation algorithms for graph partitioning.