Stochastic and randomized convex minimization ============================================= .. contents:: :depth: 1 :local: Stochastic gradient descent --------------------------- .. autofunction:: PEPit.examples.stochastic_and_randomized_convex_minimization.wc_sgd Stochastic gradient descent in overparametrized setting ------------------------------------------------------- .. autofunction:: PEPit.examples.stochastic_and_randomized_convex_minimization.wc_sgd_overparametrized SAGA ---- .. autofunction:: PEPit.examples.stochastic_and_randomized_convex_minimization.wc_saga Point SAGA ---------- .. autofunction:: PEPit.examples.stochastic_and_randomized_convex_minimization.wc_point_saga Randomized coordinate descent for smooth strongly convex functions ------------------------------------------------------------------ .. autofunction:: PEPit.examples.stochastic_and_randomized_convex_minimization.wc_randomized_coordinate_descent_smooth_strongly_convex Randomized coordinate descent for smooth convex functions --------------------------------------------------------- .. autofunction:: PEPit.examples.stochastic_and_randomized_convex_minimization.wc_randomized_coordinate_descent_smooth_convex