An introduction to optimization on smooth manifolds This is a modern invitation to algorithms for optimization with geometry for researchers and advanced undergraduate and graduate students in applied mathematics computer science and engineering. Readers will appreciate the approachable yet proof based introduction to differential geometry which is often restricted to pure mathematics curricula