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Search results for python optimization algorithms
optimization-algorithms
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147 search results found
Pyswarms
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1,154
A research toolkit for particle swarm optimization in Python
Evotorch
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941
Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.
Pagmo2
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759
A C++ platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.
Cvxportfolio
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717
Portfolio optimization and back-testing.
Gaft
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676
A Genetic Algorithm Framework in Python
Dist Keras
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611
Distributed Deep Learning, with a focus on distributed training, using Keras and Apache Spark.
Platypus
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524
A Free and Open Source Python Library for Multiobjective Optimization
Solid
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518
🎯 A comprehensive gradient-free optimization framework written in Python
Python Mip
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483
Python-MIP: collection of Python tools for the modeling and solution of Mixed-Integer Linear programs
Mystic
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426
constrained nonlinear optimization for scientific machine learning, UQ, and AI
Curvaturefilter
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261
Curvature Filters are efficient solvers for Variational Models
Niapy
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245
Python microframework for building nature-inspired algorithms. Official docs: https://niapy.org
Sporco
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237
Sparse Optimisation Research Code
Enjoy Hamburger
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228
[ICLR 2021 top 3%] Is Attention Better Than Matrix Decomposition?
Zoofs
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213
zoofs is a python library for performing feature selection using a variety of nature-inspired wrapper algorithms. The algorithms range from swarm-intelligence to physics-based to Evolutionary. It's easy to use , flexible and powerful tool to reduce your feature size.
Fewshotlearning
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199
Pytorch implementation of the paper "Optimization as a Model for Few-Shot Learning"
L4casadi
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175
Use PyTorch Models with CasADi and Acados in Python, C(++) or Matlab
Swarm Intelligence Optimization Algorithm
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160
种群算法复现(swarm-algorithm),包括乌鸦搜索(Crow Search Algorithm, CSA)、樽海鞘群算法(Salp Swarm Algorithm, SSA)、缎蓝园丁鸟优化算法(Satin Bowerbird Optimizer, SBO)、麻雀搜索算法(Sparrow Search Algorithm, SSA)、 狼群搜索算法(2007WPS, 2013WPA)、正余弦优化算法(Sine Cosine Algorithm, CSA)、烟花算法(Fireworks Algorithm, FA)
Pypop
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148
PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially their *Large-Scale* versions/variants. https://pypop.rtfd.io/
Pyxab
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135
PyXAB - A Python Library for X-Armed Bandit and Online Blackbox Optimization Algorithms
Copt
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122
A Python library for mathematical optimization
Operon
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107
C++ Large Scale Genetic Programming
Optimizer Visualization
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101
Visualize Tensorflow's optimizers.
Swarmlib
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90
This repository implements several swarm optimization algorithms and visualizes them. Implemented algorithms: Particle Swarm Optimization (PSO), Firefly Algorithm (FA), Cuckoo Search (CS), Ant Colony Optimization (ACO), Artificial Bee Colony (ABC), Grey Wolf Optimizer (GWO) and Whale Optimization Algorithm (WOA)
Csp
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88
Algorithm for Cutting Stock Problem using Google OR-Tools. Link to the tool:
Psgd_torch
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86
Pytorch implementation of preconditioned stochastic gradient descent (affine group preconditioner, low-rank approximation preconditioner and more)
Pdfo
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81
Powell's Derivative-Free Optimization solvers.
Jestimator
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77
Amos optimizer with JEstimator lib.
Procrustes
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74
Python library for finding the optimal transformation(s) that makes two matrices as close as possible to each other.
Pyvacy
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73
👁🙅♀️Differentially Private Optimization Algorithms for PyTorch
Proxmin
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72
Proximal optimization in pure python
Trajopt
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71
Trajectory optimization algorithms for robotic control.
Csmath 2020
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71
This mathematics course is taught for the first year Ph.D. students of computer science and related areas @ZJU
Hyper Engine
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69
Python library for Bayesian hyper-parameters optimization
Auxilearn
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68
Official implementation of Auxiliary Learning by Implicit Differentiation [ICLR 2021]
Mobopt
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65
Multi-objective Bayesian optimization
Pybobyqa
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64
Python-based Derivative-Free Optimization with Bound Constraints
Gcmma Mma Python
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63
Python implementation of the Method of Moving Asymptotes (MMA)
Pyharmonysearch
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62
pyHarmonySearch is a pure Python implementation of the harmony search (HS) global optimization algorithm.
Geneal
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58
A genetic algorithm implementation in python
Machine Learning In Python Workshop
⭐
54
My workshop on machine learning using python language to implement different algorithms
Fireflyalgorithm
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53
Implementation of Firefly Algorithm in Python
Liboptpy
⭐
51
Implementation of various optimization methods
Neural Net Optimization
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49
PyTorch implementations of recent optimization algorithms for deep learning.
Phoenics
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46
Phoenics: Bayesian optimization for efficient experiment planning
Pybads
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45
PyBADS: Bayesian Adaptive Direct Search optimization algorithm for model fitting in Python
Gari
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43
GARI (Genetic Algorithm for Reproducing Images) reproduces a single image using Genetic Algorithm (GA) by evolving pixel values.
Kerax
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39
Keras-like APIs for JAX framework
Suffixtree
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39
Optimized implementation of suffix tree in python using Ukkonen's algorithm.
Vqf
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38
Implementation of Variational Quantum Factoring algorithm.
Deep Learning Optimization Algorithms
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37
Visualization of various deep learning optimization algorithms using PyTorch automatic differentiation and optimizers.
Disropt
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37
DISROPT: A Python framework for distributed optimization
Dfols
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36
Python-based Derivative-Free Optimizer for Least-Squares
Fliscopt
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36
Algorithms for flight scheduling optimization.
Neorl
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35
NeuroEvolution Optimization with Reinforcement Learning
Pybnb
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35
A parallel branch-and-bound engine for Python. (https://pybnb.readthedocs.io/)
Psgd_tf
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34
Tensorflow implementation of preconditioned stochastic gradient descent
Flpytorch
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30
FL_PyTorch: Optimization Research Simulator for Federated Learning
Pydiffgame
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29
PyDiffGame is a Python implementation of a Nash Equilibrium solution to Differential Games, based on a reduction of Game Hamilton-Bellman-Jacobi (GHJB) equations to Game Algebraic and Differential Riccati equations, associated with Multi-Objective Dynamical Control Systems
Py2opt
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27
How to solve the traveling salesman problem with the 2-opt algorithm, a fast heuristic search algorithm.
Sopt
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26
sopt:A simple python optimization library
Qsearch
⭐
25
A compiler for quantum computers based on A* and numerical optimization.
Modopt
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25
Modular Optimisation tools for solving inverse problems
Hessianlearn
⭐
24
Hessian based stochastic optimization in TensorFlow and keras
L2l
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24
Learning to Learn: Gradient-free Optimization framework
Yaglm
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24
A python package for penalized generalized linear models that supports fitting and model selection for structured, adaptive and non-convex penalties.
Ml Optimizers Jax
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23
Toy implementations of some popular ML optimizers using Python/JAX
Blackboxopt
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23
Blackbox optimization algorithms with a common interface, along with useful helpers like parallel optimization loops, analysis and visualization scripts.
Psopy
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22
A SciPy compatible super fast Python implementation for Particle Swarm Optimization.
Simobility
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21
simobility - light-weight mobility simulation framework. Best for quick prototyping
Geneticalgorithm2
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20
Supported genetic algorithm package for python
Dfogn
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20
DFO-GN: Derivative-Free Optimization using Gauss-Newton
Tf Madgrad
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19
A tf.keras implementation of Facebook AI's MadGrad optimization algorithm
Cma Es
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18
Covariance Matrix Adaptation Evolution Strategy (CMA-ES)
Optimization Algorithms
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17
Optimization methods
Optim4rl
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17
Optim4RL is a framework of learning to optimize for reinforcement learning.
Fides
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16
Trust Region Optimization in Python
Adaboost
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16
An implementation of the paper "A Short Introduction to Boosting"
Expensiveoptimbenchmark
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16
Benchmarking Surrogate-based Optimisation Algorithms on Expensive Black-box Functions
Ttopt
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14
Gradient-free optimization method for multivariable functions based on the low rank tensor train (TT) format and maximal-volume principle.
Photonics Fdtd Drl
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14
Optimization and inverse design of photonic crystals using deep reinforcement learning
Sdaopt
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14
Simulated Dual Annealing for python and benchmarks
Moptipy
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14
Implementation of metaheuristic optimization methods in Python for scientific, industrial, and educational scenarios. Experiments can be executed in parallel or in a distributed fashion. Experimental results can be evaluated in various ways, including diagrams, tables, and export to Excel.
Qopt
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14
Quantum-inspired evolutionary algorithms for Optimization problems
Nia
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14
Nature Inspired Optimization Algorithms
Hmo Project
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13
Solver for Capacitance Vehicle Routing Problem - School bus routing problem with bus stop selection
Goodenoughalgs
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13
Simple working examples of heuristic optimization algorithms
Solnp
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13
C++ implementation of the SQP algorithm SOLNP, utilizing Lagrangian Relaxation to handle both Inequality and Equality constraint functions. Good for solving constrained objective functions on convex surfaces.
Turbomachinery Rotors Balancing
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13
Python Tools to Practically Model and Solve the Problem of High Speed Rotor Balancing.
Qmm
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12
Python Quadratic Majorization-Minimization (MM) optimization algorithms of half-quadratic criteria. Inverses problems, image restoration, denoising, ...
Pygenetic
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12
A multi-purpose genetic algorithm written in python
Evoopt
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11
Python implementation of state-of-art meta-heuristic and evolutionary optimization algorithms.
Benchmark_lasso
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11
Benchopt benchmark for Lasso
Proxasaga
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11
Proximal Asynchronous SAGA
Parallelgso
⭐
11
A highly scalable parallel version of Galactic Swarm Optimisation Algorithm
Caerus
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11
Detection of favorable moments in time series data
Mcts Vs
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11
Official implementation of NeurIPS 22 paper "Monte Carlo Tree Search based Variable Selection for High-Dimensional Bayesian Optimization"
Differential Evolution Optimization
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11
A simple, bare bones, implementation of differential evolution optimization.
Intro_to_dl_tutorial
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11
Material for introduction to Deep Learning Tutorials, Summer '20, '21
Custom Optimizer On Keras
⭐
11
Custom Optimizer on Keras
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