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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-esn

Echo State Network (ESN) on a Boolean hypercube reservoir: sparse, XOR-defined connectivity and no stored adjacency. A tunable per-neuron delay line scales memory capacity super-multiplicatively. C++23 and Python SDKs.

13K 1 0
reservoirpy
reservoirpy

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

6K 643 145
dliptak001
hypercube-rc

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

5K 1 0
TUD-STKS
pyrcn

A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.

1K 97 19
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.

1K 8 2
hrshtst
rclib

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

951 1 0
Saran-nns
sorn

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

773 39 3
fabridamicelli
echoes

Machine Learning with Echo State Networks in Python

756 43 9
blindedjoy
rctorch

a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning

610 46 12
kalekiu
easyesn

Python library for Reservoir Computing using Echo State Networks

595 144 41
FilippoMB
reservoir-computing

Implement Reservoir Computing models for time series classification, clustering, forecasting, and much more!

333 427 87
FilippoMB
tsa-course

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

300 279 61
NiziL
esnpy

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

261 7 3
Saran-nns
complexnetwork

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

245 0 0
shenyaojin
fiberis

Fiberis is a tool designed for fiber optic sensing data analysis, simulation and management.

198 2 1
RuggeroFreddi
snn-reservoir-py

Simulation and analysis of Spiking Neural Networks (SNNs)

190 3 2
Agnuxo1
holographic-reservoir

Holographic Reservoir Computing Framework — pure-Python simulation with optional ASIC hardware backend.

177 3 0
reservoirpy
reservoirpy-fbessou

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

164 643 145
RoninAkagami
esgp

Echo State Gradient Propogation implementation for PyTorch

139 1 0
Agnuxo1
pixelflow-rc

GPU Texture Reservoir Computing: fragment-shader cellular automata with linear readouts for image classification and PDE solving.

127 2 0
Agnuxo1
qesn-mabe

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

108 5 0
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