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Top 20 Python optimization-algorithm Projects
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Hello I'm trying to use this library: pyswarms and it works fine with the base code that they give
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evotorch
Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.
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Project mention: cvxportfolio: NEW Portfolio Selection and Optimisation - star count:690.0 | /r/algoprojects | 2023-12-10
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python-mip
Python-MIP: collection of Python tools for the modeling and solution of Mixed-Integer Linear programs
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Swarm-intelligence-optimization-algorithm
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)
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zoofs
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.
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GARI
GARI (Genetic Algorithm for Reproducing Images) reproduces a single image using Genetic Algorithm (GA) by evolving pixel values.
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yaglm
A python package for penalized generalized linear models that supports fitting and model selection for structured, adaptive and non-convex penalties.
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ExpensiveOptimBenchmark
Benchmarking Surrogate-based Optimisation Algorithms on Expensive Black-box Functions
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Python optimization-algorithms discussion
Python optimization-algorithms related posts
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cvxportfolio: NEW Portfolio Selection and Optimisation - star count:690.0
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Question on how to model a "discontinuous" action space
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Should I pursue Evolutionary Strategies?
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[P] We’ve released EvoTorch 0.3.0, with VecGymNE, memory usage improvements, Colab support and more! VecGymNE enables evolutionary RL with vectorized environments and policies, especially massively parallel simulators like Brax!
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[P] Participating in the Myosuite challenge at NeurIPS2022 on dexterous control? We are releasing a baseline and starter code to help you get started using EvoTorch!
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NNAISENSE Open-Sources ‘EvoTorch’: An Evolutionary Algorithm Library for the Machine Learning Community
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Next-Generation Evolutionary Search, Learning and Planning
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Index
What are some of the best open-source optimization-algorithm projects in Python? This list will help you:
Project | Stars | |
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1 | pyswarms | 1,270 |
2 | evotorch | 1,002 |
3 | cvxportfolio | 974 |
4 | python-mip | 530 |
5 | Swarm-intelligence-optimization-algorithm | 290 |
6 | sporco | 261 |
7 | zoofs | 241 |
8 | csp | 131 |
9 | pybobyqa | 79 |
10 | pybads | 67 |
11 | geneal | 62 |
12 | GARI | 56 |
13 | yaglm | 54 |
14 | ML-Optimizers-JAX | 41 |
15 | fliscopt | 39 |
16 | flpytorch | 34 |
17 | ExpensiveOptimBenchmark | 24 |
18 | tf-madgrad | 21 |
19 | PyGenetic | 16 |
20 | optimizers-visualized | 1 |