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Reservoir Computing Python Packages

Python packages with the GitHub topic reservoir-computing. Sorted by relevance, with stars and monthly downloads.
dliptak001
hypercube-rc

Reservoir computer on a Boolean hypercube graph. Sparse XOR-defined connectivity, streaming mode, C++23 and Python SDKs.

11K 1 0
reservoirpy
reservoirpy

A simple and flexible code for Reservoir Computing architectures like Echo State Networks

6K 636 143
krisss0mecom
alphadynamics

Compact sequence-only neural propagator for protein torsion dynamics. 2.39x lower JSD than Microsoft Timewarp at 3000x fewer parameters. pip install alphadynamics.

5K 8 2
TUD-STKS
pyrcn

A scikit-learn-compatible framework for Reservoir Computing in Python

2K 95 20
Saran-nns
sorn

PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym

2K 39 3
blindedjoy
rctorch

A Python 3 toolset for creating and optimizing Echo State Networks. This library is an extension and expansion of the previous library written by Reinier Maat: https://github.com/1Reinier/Reservoir

649 46 12
Agnuxo1
holographic-reservoir

Holographic Reservoir Computing Framework (Simulation + Optional ASIC Hardware)

499 3 0
FilippoMB
reservoir-computing

Library for implementing reservoir computing models (Echo State Networks) for multivariate time series classification, clustering, and forecasting.

453 418 87
kalekiu
easyesn

Python library for Reservoir Computing using Echo State Networks

446 144 41
Agnuxo1
pixelflow-rc

GPU texture reservoir computing — fragment-shader cellular automata with linear readouts for image classification and PDE solving. Honest benchmarks, CPU/OpenGL/CUDA backends.

444 2 0
fabridamicelli
echoes

Machine Learning with Echo State Networks, a scikit-learn compatible package.

428 43 9
FilippoMB
tsa-course

A collection of scripts and functions used in the course 'Time Series Analysis with Python'

419 271 58
Agnuxo1
qesn-mabe

Quantum-inspired Echo State Network (QESN) — classical energy-diffusion reservoir with complex amplitudes.

398 5 0
Saran-nns
complexnetwork

Criticality analysis on complex networks using Power-law scaling functions, exponential relations, and phase transitions

236 0 0
NiziL
esnpy

Out-of-the-box framework for Echo State Networks

214 7 3
hrshtst
rclib

High-performance, scalable Reservoir Computing framework in C++ with Python bindings.

199 1 0
reservoirpy
reservoirpy-fbessou

A simple and flexible code for Reservoir Computing architectures like Echo State Networks

154 636 143
shenyaojin
fiberis

Powerful tool for geophysical data analysis and management. Also includes a simulator to handle multi-phase porous flow

151 2 1
RuggeroFreddi
snn-reservoir-py

Spiking Neural Network (SNN) – Reservoir Model with spike-based feature extraction

144 3 1
RoninAkagami
esgp

Echo State Gradient Propogation implementation for PyTorch

86 1 0
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