evolutionary-algorithms

A 2D Unity simulation in which cars learn to navigate themselves through different courses. The cars are steered by a feedforward neural network. The weights of the network are trained using a modified genetic algorithm.

machine-learning deep-learning genetic-algorithm neural-networks evolutionary-algorithms artificial-neural-networks self-driving-cars

UpdatedSep 7, 2022
ASP

nnaisense /evotorch

Star1.1k

Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.

python reinforcement-learning gpu optimization neuroevolution pytorch distributed artificial-intelligence neural-networks evolutionary-algorithms evolutionary-computation optimization-algorithms

UpdatedApr 25, 2025
Python

MaxHalford /eaopt

Sponsor

Star899

🍀 Evolutionary optimization library for Go (genetic algorithm, partical swarm optimization, differential evolution)

go machine-learning optimization genetic-algorithm parallel evolutionary-algorithms differential-evolution speciation evolutionary-computation particle-swarm-optimization metaheuristics

UpdatedJan 27, 2025
Go

esa /pagmo2

Star868

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

python optimization genetic-algorithm parallel-computing python3 artificial-intelligence evolutionary-algorithms multi-objective-optimization optimization-methods optimization-tools optimization-algorithms parallel-processing evolutionary-strategy stochastic-optimizers metaheuristics pagmo

UpdatedApr 15, 2025
C++

jenetics /jenetics

Star866

Jenetics - Genetic Algorithm, Genetic Programming, Grammatical Evolution, Evolutionary Algorithm, and Multi-objective Optimization

java machine-learning optimization genetic-algorithm artificial-intelligence genetic-programming evolutionary-algorithms parallel-algorithm evolutionary-strategy multiobjective-optimization grammatical-evolution metaheuristics java21

UpdatedMay 8, 2025
Java

kthohr /optim

Star852

OptimLib: a lightweight C++ library of numerical optimization methods for nonlinear functions

newton cpp optimization automatic-differentiation eigen openmp cpp11 evolutionary-algorithms armadillo gradient-descent optim differential-evolution optimization-algorithms particle-swarm-optimization bfgs lbfgs openmp-parallelization eigen3 numerical-optimization-methods

UpdatedApr 28, 2024
C++

AgileRL /AgileRL

Sponsor

Star750

Streamlining reinforcement learning with RLOps. State-of-the-art RL algorithms and tools.

python training machine-learning reinforcement-learning deep-learning deep-reinforcement-learning pytorch distributed multi-agent gym hyperparameter-optimization evolutionary-algorithms hyperparameter-tuning hpo automl mlops multi-agent-reinforcement-learning pettingzoo rlops agilerl

UpdatedMay 9, 2025
Python

trekhleb /self-parking-car-evolution

Sponsor

Star736

🧬 Training the car to do self-parking using a genetic algorithm

threejs genetics genetic-algorithm evolutionary-algorithms self-driving-car cannonjs three-js evolutionary-algorithm cannon-js

UpdatedOct 21, 2022
TypeScript

MilesCranmer /SymbolicRegression.jl

Star694

Distributed High-Performance Symbolic Regression in Julia

distributed-systems data-science machine-learning julia genetic-algorithm symbolic symbolic-regression evolutionary-algorithms symbolic-computation automl interpretable-ml explainable-ai sciml equation-discovery

UpdatedMay 10, 2025
Julia

aimclub /FEDOT

Star667

Automated modeling and machine learning framework FEDOT

machine-learning automation genetic-programming hyperparameter-optimization evolutionary-algorithms multimodality automl automated-machine-learning parameter-tuning structural-learning fedot

UpdatedMay 7, 2025
Python

WebFuzzing /EvoMaster

Star569

The first open-source AI-driven tool for automatically generating system-level test cases (also known as fuzzing) for web/enterprise applications. Currently targeting whitebox and blackbox testing of Web APIs, like REST, GraphQL and RPC (e.g., gRPC and Thrift).

kotlin java testing graphql rest grpc thrift evolutionary-algorithms fuzzing api-rest fuzzer api-testing rpc-api test-case-generation search-based-software-testing