Evolutionary.jl
Evolutionary & genetic algorithms for Julia
| Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
|---|---|---|---|---|---|---|---|---|---|---|
| Smile | 5,736 | 121 | 30 | 19 days ago | 30 | December 05, 2020 | 10 | other | Java | |
| Statistical Machine Intelligence & Learning Engine | ||||||||||
| Scikit Opt | 3,820 |  | 3 | 3 | 3 months ago | 23 | January 14, 2022 | 53 | mit | Python |
| Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman) | ||||||||||
| Machine Learning Flappy Bird | 1,443 | 5 years ago | 6 | mit | JavaScript | |||||
| Machine Learning for Flappy Bird using Neural Network and Genetic Algorithm | ||||||||||
| Geneticalgorithmpython | 1,321 |  | 6 | 15 days ago | 46 | February 03, 2022 | 58 | bsd-3-clause | Python | |
| Source code of PyGAD, a Python 3 library for building the genetic algorithm and training machine learning algorithms (Keras & PyTorch). | ||||||||||
| Evolutionary Algorithm | 1,092 | 4 months ago | 4 | mit | Python | |||||
| Evolutionary Algorithm using Python, 莫烦Python 中文AI教学 | ||||||||||
| Geneticsharp | 1,089 |  | 22 | 4 | 2 months ago | 15 | July 11, 2019 | 2 | mit | C# |
| GeneticSharp is a fast, extensible, multi-platform and multithreading C# Genetic Algorithm library that simplifies the development of applications using Genetic Algorithms (GAs). | ||||||||||
| Hyperparameter Optimization Of Machine Learning Algorithms | 1,025 | 8 months ago | mit | Jupyter Notebook | ||||||
| Implementation of hyperparameter optimization/tuning methods for machine learning & deep learning models (easy&clear) | ||||||||||
| Jenetics | 771 | 101 | 6 | 24 days ago | 20 | June 15, 2022 | 33 | apache-2.0 | Java | |
| Jenetics - Genetic Algorithm, Genetic Programming, Grammatical Evolution, Evolutionary Algorithm, and Multi-objective Optimization | ||||||||||
| Eaopt | 721 | 2 | 2 years ago | 3 | April 23, 2021 | 6 | mit | Go | ||
| :four_leaf_clover: Evolutionary optimization library for Go (genetic algorithm, partical swarm optimization, differential evolution) | ||||||||||
| Snakefusion | 715 | 3 years ago | 9 | Processing | ||||||
| Using the genetic algorithm and neural networks I trained up 5 snakes who will then fuse to become the ultimate snake, this is how I did it | ||||||||||
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Readme
Evolutionary
A Julia package for evolutionary & genetic algorithms.
| Documentation | Build Status | References |
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Installation
The package can be installed with the Julia package manager.
From the Julia REPL, type ] to enter the Pkg REPL mode and run:
pkg> add Evolutionary
Algorithms
- (μ/ρ(+/,)λ)-SA-ES (ES)
- (μ/μI,λ)-CMA-ES (CMAES)
- Genetic Algorithms (GA)
- Multi-objective: NSGA-II (NSGA2)
- Differential Evolution (DE)
- Genetic Programming (TreeGP)
Operators
-
Mutations
- ES
- (an)isotropic Gaussian
- (an)isotropic Cauchy
- GA
- binary
- flip
- inversion
- real valued
- uniform
- Gaussian
- BGA (domain range)
- (MI)PM (power)
- PLM (polynomial)
- combinatorial
- inversion
- insertion
- swap2
- scramble
- shifting
- binary
- ES
-
Recombinations
- average
- marriage
-
Crossovers
- binary
- SPX (single point)
- TPX (two point)
- SHFX (shuffle)
- UX (uniform)
- BINX (binary)
- EXPX (exponential)
- BSX (binary subset)
- real valued
- DC (discrete)
- AX (average)
- WAX (weighted average)
- IC (intermediate)
- LC (line)
- HX (heuristic)
- (MI)LX (Laplace)
- SBX (simulated binary)
- combinatorial
- PMX (partially-mapped)
- OX1 (order)
- OX2 (order-based)
- CX (cycle)
- POS (position-based)
- binary
-
Selections
- rank-based fitness assignment
- (μ, λ)-uniform ranking
- roulette (fitness proportionate selection, FSP)
- stochastic universal sampling (SUS)
- tournament
- truncation
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Algorithms
Julia
Optimization
Genetic Algorithm
Evolutionary Algorithms
Genetic Programming