Theano was a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It is being continued as PyTensor: www.github.com/pymc-devs/pytensor
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A Python implementation of global optimization with gaussian processes.
- optimization
- gaussian-processes
- bayesian-optimization
- python
Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman)
- genetic-algorithm
- pso
- particle-swarm-optimization
- tsp
A hardware-agnostic SDK for optimization problems: define a problem once, then lower it to any quantum or classical solver
- constraint-programming
- quantum-computing
- quadratic-programming
A Python toolbox for performing gradient-free optimization
PennyLane is an open-source quantum software platform for quantum computing, quantum machine learning, and quantum chemistry. Create meaningful quantum algorithms, from inspiration to implementation.
NSGA2, NSGA3, R-NSGA3, MOEAD, Genetic Algorithms (GA), Differential Evolution (DE), CMAES, PSO
- optimization
- multi-objective-optimization
- nsga2
- nsga3
POT : Python Optimal Transport
- optimal-transport
- numerical-optimization
- machine-learning
- emd
Unsupervised Learning for Image Registration
- image-registration
- image-alignment
- machine-learning
- deep-learning
Infrastructure for evolutionary AI systems. GPU-accelerated, PyTorch-based optimization with an ecosystem of algorithm libraries, benchmarks, and tools.
- evolutionary-algorithms
- neuroevolution
- gpu-acceleration
- multi-objective-optimization
An object-oriented algebraic modeling language in Python for structured optimization problems.
- python
- optimization
- linear-programming
- mathematical-programming
Optax is a gradient processing and optimization library for JAX.
PyPSA: Python for Power System Analysis
- python
- optimisation
- energy-system
- power-systems-analysis
Source code of PyGAD, a Python 3 library for building the genetic algorithm and training machine learning algorithms (Keras & PyTorch).
- python
- genetic-algorithm
- optimization
- numpy
Differentiable convex optimization layers
QuTiP: Quantum Toolbox in Python
- qutip
- python
- quantum-toolbox
- quantum
A library for differentiable nonlinear optimization
- differentiable-optimization
- robotics
- embodied-ai
- nonlinear-least-squares
Physical Symbolic Optimization
- deep-learning
- machine-learning
- physics
- python
PyTorch Extension Library of Optimized Scatter Operations
- pytorch
- scatter
- segment
- gather
Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
- vizier
- hyperparameter-optimization
- tuning
- tuning-parameters
GPU-optimized version of the MuJoCo physics simulator, designed for NVIDIA hardware.
- nvidia-warp
- mujoco-warp
Spearmint Bayesian optimization codebase
A research toolkit for particle swarm optimization in Python
- particle-swarm-optimization
- optimization-tools
- pso
- global-optimization
OpenMDAO repository.
- nasa
- open-source
- framework
- openmdao