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3

Cost Landscapes

Topology, Geometry, and Concentration

Cost function design, landscape topology, local and global minima, symmetry, landscape geometry and gradients, concentration of measure — plus shot noise as cost stochasticity and the parameter-shift rule.

Guided instruction and research mentorship are offered separately → hbar.work

hbar.university — open courses from hbar.systems