gradient-free-optimization

Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces.

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

[JMLR (CCF-A)] PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* variants (including evolutionary algorithms, swarm-based randomized optimizers, pattern search, and random search). [https://jmlr.org/papers/v25/23-0386.html] (Its Planned Extensions: PyCoPop7, PyNoPop7, PyPop77, and PyMePop7)

ACL'2023: Multi-Task Pre-Training of Modular Prompt for Few-Shot Learning

Gradient-free optimization method for multivariable functions based on the low rank tensor train (TT) format and maximal-volume principle.

Gradient-free optimization method for the multidimensional arrays and discretized multivariate functions based on the tensor train (TT) format.

Tutorials for the optimization techniques used in Gradient-Free-Optimizers and Hyperactive.

Deep Neural Network Optimization Platform with Gradient-based, Gradient-Free Algorithms

Markov Chain Monte Carlo binary network optimization

🥭 MANGO: Maximization of neural Activation via Non-Gradient Optimization

EvoRBF: A Nature-inspired Algorithmic Framework for Evolving Radial Basis Function Networks

Gradient free reinforcement learning for PyTorch

Blockwise Direct Search (MATLAB version)

Implementation code for the paper "Bayesian Optimization via Exact Penalty"

Modular optimization library for PyTorch. I changed the API a lot and that will soon be pushed here💀

Gradient Free Reinforcement Learning solving Openai gym LunarLanderV2 by Evolution Strategy (Genetic Algorithm)

A pure-MATLAB library for POPulation-based Large-Scale Black-Box Optimization (pop-lsbbo).

A collection and visualization of single objective black-box functions for optimization benchmarking.

Implementation of smoothing-based optimization algorithms

A pure-MATLAB library of EVolutionary (population-based) OPTimization for Large-Scale black-box continuous Optimization (evopt-lso).