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stochastic-optimization

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esa / pygmo2

Star 262

A Python platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.

optimization parallel-computing artificial-intelligence evolutionary-algorithms meta-heuristic optimization-methods evolutionary-computation optimization-algorithms parallel-processing evolutionary-strategy multiobjective-optimization island-model stochastic-optimization meta-heuristics optimization-problem
  • Updated Nov 4, 2022
  • C++

hiroyuki-kasai / RSOpt

Star 51

Riemannian stochastic optimization algorithms: Version 1.0.3

machine-learning big-data optimization machine-learning-algorithms constrained-optimization sgd manifold nonlinear-optimization optimization-algorithms large-scale-learning online-learning stochastic-optimizers variance-reduction stochastic-gradient-descent nonlinear-optimization-algorithms stochastic-optimization riemannian-manifold riemannian-optimization non-convex-optimization
  • Updated Oct 10, 2022
  • MATLAB

Evolutionary-Intelligence / pypop

Star 31

PyPop7: A Pure-PYthon library of POPulation-based OPtimization for continuous black-box problems.

machine-learning evolutionary-algorithms global-optimization black-box-optimization numerical-optimization nonlinear-optimization random-search optimization-algorithms metaheuristics evolution-strategies stochastic-optimization continuous-optimization large-scale-optimization derivative-free-optimization gradient-free-optimization zeroth-order-optimization direct-search population-based-optimization randomized-heuristics stochastic-search
  • Updated Nov 15, 2022
  • Python

harshraj11584 / Paper-Implementation-Overview-Gradient-Descent-Optimization-Sebastian-Ruder

Star 20

[Python] [arXiv/cs] Paper "An Overview of Gradient Descent Optimization Algorithms" by Sebastian Ruder

adadelta momentum gradient-descent optimization-methods optimization-algorithms adam adagrad rmsprop gradient-descent-algorithm stochastic-optimizers stochastic-gradient-descent gradient-boosting adam-optimizer adamax stochastic-optimization batch-gradient-descent nesterov-accelerated-sgd amsgrad nesterov-momentum nadam
  • Updated Mar 23, 2019
  • Python

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