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Search results for python evolutionary algorithm

evolutionary-algorithm x

48 search results found

Data Analysis And Machine Learning Projects ⭐ 5,596

Repository of teaching materials, code, and data for my data analysis and machine learning projects.

Geatpy ⭐ 1,633

Evolutionary algorithm toolbox and framework with high performance for Python

High-Performance Symbolic Regression in Python and Julia

Geneticalgorithmpython ⭐ 1,564

Source code of PyGAD, a Python 3 library for building the genetic algorithm and training machine learning algorithms (Keras & PyTorch).

Evolutionary Algorithm ⭐ 1,152

Evolutionary Algorithm using Python, 莫烦Python 中文AI教学

Vizier ⭐ 1,142

Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.

Evotorch ⭐ 941

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

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

Automated modeling and machine learning framework FEDOT

🎯 A comprehensive gradient-free optimization framework written in Python

Agilerl ⭐ 457

Streamlining reinforcement learning with RLOps

KaHIP -- Karlsruhe HIGH Quality Partitioning.

Circle Evolution ⭐ 256

Evolutionary Art Using Circles in Python

Hypernets ⭐ 256

A General Automated Machine Learning framework to simplify the development of End-to-end AutoML toolkits in specific domains.

Sklearn Genetic Opt ⭐ 236

ML hyperparameters tuning and features selection, using evolutionary algorithms.

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.

Evoskeleton ⭐ 198

Official project website for the CVPR 2020 paper (Oral Presentation) "Cascaded deep monocular 3D human pose estimation wth evolutionary training data"

Evostra ⭐ 196

A fast Evolution Strategy implementation in Python

Bluepyopt ⭐ 190

Blue Brain Python Optimisation Library

Forex trading simulator environment for OpenAI Gym, observations contain the order status, performance and timeseries loaded from a CSV file containing rates and indicators. Work In Progress

Sparse Evolutionary Artificial Neural Networks ⭐ 187

Always sparse. Never dense. But never say never. A Sparse Training repository for the Adaptive Sparse Connectivity concept and its algorithmic instantiation, i.e. Sparse Evolutionary Training, to boost Deep Learning scalability on various aspects (e.g. memory and computational time efficiency, representation and generalization power).

A bare-bones Python library for quality diversity optimization.

a python grammar for evolutionary algorithms and heuristics

Karoo_gp ⭐ 148

A Genetic Programming platform for Python with TensorFlow for wicked-fast CPU and GPU support.

A framework for gene expression programming (an evolutionary algorithm) in Python

PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially their *Large-Scale* versions/variants. https://pypop.rtfd.io/

Evograd ⭐ 144

Python Evolutionary Algorithms. Contains implementations of NEAT and HyperNEAT.

Yet another black-box optimization library for Python

Brainforge ⭐ 111

A Neural Networking library based on NumPy only

Evocraft Py ⭐ 101

A Python interface for Minecraft built on gRPC

Evolutionary Reinforcement Neural Network Autonomous Car ⭐ 99

A self driving vehicle based on evolutionary algorithm and reinforcement learning

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

Grokking Artificial Intelligence Algorithms ⭐ 91

The official code repository supporting the book, Grokking Artificial Intelligence Algorithms

Nsganetv2 ⭐ 89

[ECCV2020] NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search

Train PyTorch Models using the Genetic Algorithm with PyGAD

EC-KitY is a scikit-learn-compatible Python tool kit for doing evolutionary computation.

Stochopy ⭐ 74

Python library for stochastic numerical optimization

Tiny Genetic Programming in Python

Novelty Search Live ⭐ 68

Musical Novelty Search: Evolutionary Algorithms + Ableton Live

Evoxbench ⭐ 63

Transforming Neural Architecture Search (NAS) into multi-objective optimization problems. A benchmark suite for testing evolutionary algorithms in deep learning.

Decision Intelligence for digging best parameters in target environment.

Behavior Optimization and Learning for Robots

Geneticalgorithmforfeatureselection ⭐ 60

Search the best feature subset for you classification mode

Push Genetic Programming in Python.

Moead Py ⭐ 57

A Python implementation of the decomposition based multi-objective evolutionary algorithm (MOEA/D)

Distributedes ⭐ 56

Distributed implementation of popular evolutionary methods

A Genetic Programming Approach to Designing CNN Architectures, In GECCO 2017 (oral presentation, Best Paper Award)

Evolutionary Autoencoders ⭐ 53

Exploiting the Potential of Standard Convolutional Autoencoders for Image Restoration by Evolutionary Search (ICML 2018)

Toolbox for the generative design of geometrically-encoded physical objects using numerical modelling and evolutionary optimization

Cse Autoloss ⭐ 51

Seach Losses of our paper 'Loss Function Discovery for Object Detection via Convergence-Simulation Driven Search', accepted by ICLR 2021.

🧬 Modularised Evolutionary Algorithms For Python with Optional JIT and Multiprocessing (Ray) support. Inspired by PyTorch Lightning

GARI (Genetic Algorithm for Reproducing Images) reproduces a single image using Genetic Algorithm (GA) by evolving pixel values.

Synthetic ⭐ 37

Symbolic Generators for Complex Networks

NeuroEvolution Optimization with Reinforcement Learning

Neuromechfly ⭐ 34

A neuromechanical model of adult Drosophila melanogaster.

Control Pcgrl ⭐ 34

Train or evolve controllable and diverse level-generators.

🐤The next evolution of, well, evolution.

Flappybird Es ⭐ 31

An AI agent Learning to play Flappy Bird using Evolution Strategies and deep learning models.

Lipizzaner Gan ⭐ 30

[AAAI 2018] "Towards distributed coevolutionary GANs" by Abdullah Al-Dujaili, Tom Schmiedlechner, Erik Hemberg, Una-May O'Reilly

Estimation of Distribution algorithms Python package

Applied Machine Learning Course ⭐ 28

This course covers the applied side of algorithmics in machine learning and deep learning, focusing on hands-on coding experience in Python.

Pyconsys ⭐ 28

Python Control System : Create control loops and let the AI set the PID parameters

Adaptable tools to make reinforcement learning and evolutionary computation algorithms.

Cgp Cnn Pytorch ⭐ 27

A Genetic Programming Approach to Designing CNN Architectures, In GECCO 2017 (oral presentation, Best Paper Award)

Microgp4 ⭐ 27

A multi-purpose extensible self-adaptive evolutionary tool

Propulate ⭐ 24

Propulate is an asynchronous evolutionary optimization algorithm and software package for global optimization and hyperparameter search on high-performance computers.

Robot evolution framework for the Triangle of Life project

MFEA 2 (or MFEA-II). Multifactorial Evolutionary Optimization with Online Transfer Parameter Estimation in Python

"Understanding and Accelerating Neural Architecture Search with Training-Free and Theory-Grounded Metrics" by Wuyang Chen, Xinyu Gong, Yunchao Wei, Humphrey Shi, Zhicheng Yan, Yi Yang, and Zhangyang Wang

Geneticalgorithm2 ⭐ 20

Supported genetic algorithm package for python

Cartesian genetic programming (CGP) in pure Python.

Neuro Evolution ⭐ 20

A project on improving Neural Networks performance by using Genetic Algorithms.

Simplegp ⭐ 19

Simple Genetic Programming for Symbolic Regression in Python3

High Dim Es Rl ⭐ 19

Paper: Challenges in High-dimensional Reinforcement Learning with Evolution Strategies

MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning (https://arxiv.org/abs/2310.08252)

Robustarchitecturesearch ⭐ 18

This github repository contains the official code for the paper, "Evolving Robust Neural Architectures to Defend from Adversarial Attacks"

Simple Implementation Of Ml Algorithms ⭐ 17

My simplest implementations of common ML algorithms

A package for generating synthetic clusters with control over "difficulty"

Cgp Cnn Design ⭐ 15

Using Cartesian Genetic Programming to find an efficient Convolutional Neural Network architecture

An AI to teach Google Chrome's dinosaur to jump obstacles.

Official implementation of NeurIPS22 paper “Multi-agent Dynamic Algorithm Configuration”

Ea.prover ⭐ 14

Source code and obtained results for "Automatically Proving Mathematical Theorems with Evolutionary Algorithms and Proof Assistants"

Nature Inspired Optimization Algorithms

Coadaptation ⭐ 14

Repository replicating the design- and behaviour-adaptation algorithm using reinforcement learning algorithm presented in the paper " Data-efficient Co-Adaptation of Morphology and Behaviour with Deep Reinforcement Learning"

Plantgod ⭐ 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.

Quantum-inspired evolutionary algorithms for Optimization problems

Optimized Mdvrp ⭐ 13

"Using Genetic Algorithms for Multi-depot Vehicle Routing" paper implementation.

NEATEST: Evolving Neural Networks Through Augmenting Topologies with Evolution Strategy Training

A baseline implementation of genetic programming (using trees to encode programs) with some examples of usage.

[ICML 2020] Prediction-Guided Multi-Objective Reinforcement Learning for Continuous Robot Control

Nas_transformer ⭐ 12

Evolutionary Neural Architecture Search on Transformers for RUL Prediction

Official implementation of GMOEA.

A minimalistic framework for Numerical Association Rule Mining

Revolve2 ⭐ 11

A python library for optimization, geared towards modular robots and evolutionary computing.

Genetic Algorithm In Python ⭐ 11

A genetic algorithm written in Python for educational purposes.

Python implementation of state-of-art meta-heuristic and evolutionary optimization algorithms.

Two Step Feature Enhancement ⭐ 11

Based on our paper "Cervical Cytology Classification Using PCA & GWO Enhanced Deep Features Selection" published in SN Computer Science

Evolutionary Optimization ⭐ 11

A collection of black-box optimizers with a focus on evolutionary algorithms

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