Ecosyste.ms: Repos

An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: stdp

max-talanov/1

personal repository

Language: Jupyter Notebook - Size: 192 MB - Last synced: 2 days ago - Pushed: 3 days ago - Stars: 37 - Forks: 13

BindsNET/bindsnet

Simulation of spiking neural networks (SNNs) using PyTorch.

Language: Python - Size: 29.7 MB - Last synced: about 23 hours ago - Pushed: 12 days ago - Stars: 1,438 - Forks: 332

BasBuller/PySNN

Efficient Spiking Neural Network framework, built on top of PyTorch for GPU acceleration

Language: Python - Size: 12.8 MB - Last synced: 4 days ago - Pushed: over 3 years ago - Stars: 211 - Forks: 27

bdevans/spike

Spiking neural network simulator

Language: C - Size: 857 KB - Last synced: 25 days ago - Pushed: about 6 years ago - Stars: 1 - Forks: 2

realamirhe/awesome-computational-neuro-science

A curated list of awesome cns frameworks, libraries, and software + First class pure python Tutorial Series for Spiking Neural Networks 🔥

Language: Jupyter Notebook - Size: 16.2 MB - Last synced: 4 days ago - Pushed: about 2 years ago - Stars: 43 - Forks: 9

zifeo/nest-stdpmodule 📦

A generalizable model of spike-timing dependent plasticity for the Neural Simulation Tool (NEST).

Language: Python - Size: 3.16 MB - Last synced: about 1 month ago - Pushed: over 6 years ago - Stars: 13 - Forks: 5

SpikeyCNS/spikey

Malleable spiking neural network framework and training platform.

Language: Python - Size: 1.25 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 5 - Forks: 0

dartl0l/spiking-learn

Framework for machine learning with spiking neural networks

Language: Python - Size: 570 KB - Last synced: 3 months ago - Pushed: 4 months ago - Stars: 0 - Forks: 0

fzenke/auryn

Auryn: A fast simulator for spiking neural networks with synaptic plasticity

Language: C++ - Size: 3.51 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 89 - Forks: 41

udion/Neurapse

Nuerapse simulations for SNNs

Language: Python - Size: 8.54 MB - Last synced: 7 months ago - Pushed: over 5 years ago - Stars: 24 - Forks: 7

ShahriarRezghi/Spyker

High-performance Spiking Neural Networks Library Written From Scratch with C++ and Python Interfaces.

Language: C++ - Size: 376 KB - Last synced: 3 months ago - Pushed: 10 months ago - Stars: 19 - Forks: 3

Thvnvtos/SNN_vs_ANN

A simple experiment to compare Artificial and Spiking Neural Networks in Sequential and Few-Shot Learning.

Language: Python - Size: 892 KB - Last synced: 11 months ago - Pushed: about 3 years ago - Stars: 3 - Forks: 0

alishdipani/NMNIST-STDP-SpiNNaker

A Spiking Neural Network model for Digit Recognition using the N-MNIST dataset.

Language: Jupyter Notebook - Size: 560 KB - Last synced: 11 months ago - Pushed: over 3 years ago - Stars: 14 - Forks: 4

ssgier/morphyne

Accelerated SNN simulator for neuromorphic computing and research in Python

Language: Python - Size: 123 KB - Last synced: 12 months ago - Pushed: 12 months ago - Stars: 0 - Forks: 0

ggoupy/SpikingConvNet

Convolutional spiking neural network implementing STDP

Language: Python - Size: 29.3 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 9 - Forks: 1

Jumaruba/SNN

This is a repository with implementations of neuron models, synapses, and spiking neural networks (SNN). It's still in development and it has original content in terms of code.

Language: Python - Size: 653 KB - Last synced: about 1 year ago - Pushed: almost 4 years ago - Stars: 22 - Forks: 4

ggoupy/CSNN-VDSP

Convolutional spiking neural network implementing voltage-dependent synaptic plasticity and single-spike integrate-and-fire neurons

Language: Python - Size: 5.05 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 6 - Forks: 0

verrannt/snn_speechrec

Convolutional Spiking Neural Network to recognize speech utterances using Spike-Timing-Dependent Plasticity

Language: Python - Size: 441 MB - Last synced: 9 months ago - Pushed: about 3 years ago - Stars: 7 - Forks: 0

vikram-mm/Spiking-Neural-Network---Theano-Framework

Spiking neural networks are biologically plausible CNNs which learn through a temporally dependent learning method known as Spike Time Dependant Plasticity (STDP)- an alternate to gradient descent. This repository contains layers built on top of Lasagne layers for spiking neural networks. This is the first implementation of spiking neural networks in any tensor based framework to the best of my knowledge. The various layers can be found in snn.py for dense layer and snn_conv.py for other layers. These layers are to be processed for each time step which is done using the Theano scan as a quick hack - in the snn class. The results can be found the ppt. Further details on how to use the code will be put up after later.

Language: Python - Size: 62.3 MB - Last synced: about 1 year ago - Pushed: almost 7 years ago - Stars: 9 - Forks: 3

Abtinmy/computational-neuroscience

Implementation of some of the basic neural models and simulation of interactions between neurons in a population and learning process from scratch in Python.

Language: Jupyter Notebook - Size: 3.36 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 3 - Forks: 1

zhouyanasd/DL-NC

spiking-neural-networks

Language: Python - Size: 66.3 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 36 - Forks: 9

ziemowit-s/neuronpp

Neuron++ is a library which wraps NEURON (http://www.neuron.yale.edu) with easy to use Python objects.

Language: AGS Script - Size: 6.46 MB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 6 - Forks: 3

H-Elbez/Nengo

STDP implementation for Nengo and single layer network

Language: Python - Size: 15.9 MB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 5 - Forks: 3

simonmichau/dynamic-memory-traces-for-sequence-learning-in-spiking-network 📦

Repo of the bachelor thesis 'Dynamic memory traces for sequence learning in spiking networks'

Language: Python - Size: 68 MB - Last synced: 10 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

realamirhe/tsnn

Probably the world most FC implementation of transformers with SNNs

Language: Python - Size: 320 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 5 - Forks: 0

daevem/SpykeTorch-Extended Fork of miladmozafari/SpykeTorch

An extension to the SpykeTorch framework for coding SNNs with several new spiking neuron models.

Language: HTML - Size: 6.03 MB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 3 - Forks: 0

Related Keywords
stdp 26 spiking-neural-networks 18 snn 13 machine-learning 5 neuroscience 5 neural-network 4 computational-neuroscience 4 spiking-neurons 3 synaptic-plasticity 3 neuron 3 spiking-neural-network 3 deep-learning 3 synapse 3 reinforcement-learning 3 neurons 3 python 3 unsupervised-learning 2 rl 2 leaky-integrate-and-fire-neuron 2 mnist-classification 2 spike-time-dependent-plasticity 2 spike 2 spiking-networks 2 python3 2 dynamic 2 gpu-computing 2 pytorch 2 synapses 2 izhikevich-model 1 hodking-huxley 1 izhikevich-neurons 1 neuromorphic-computing 1 spynnaker 1 spinnaker 1 nnmnist 1 few-shot-learning 1 catastrophic-forgetting 1 r-stdp 1 onednn 1 high-performance 1 cxx 1 neuromorphic 1 transformer 1 nlp 1 natural-language-processing 1 dopamine 1 liquid-state-machine 1 nengo 1 neuron-simulator 1 neuroinformatics 1 hoc 1 plasticity 1 lsm 1 brian2 1 neural-population-models 1 tensor 1 lasagne-layers 1 speech-recognition 1 tidigits-classification 1 spiking 1 leaky-integrate-and-fire-model 1 cudnn 1 stdp-learning 1 neuron-models 1 gabor 1 dog 1 convolution 1 computer-science 1 book 1 awesome 1 article 1 simulator 1 openmp 1 gsl 1 c 1 neural-networks 1 gpu-acceleration 1 simulation 1 triz 1 neurotechnology 1 machine-consciousness 1 machine-cognition 1 affective-computing 1 cuda 1 spike-trains 1 neurocomputing 1 dynamic-random-networks 1 artificial-neural-networks 1 spiking-neu 1 simulation-framework 1 parallel-computing 1 auryn 1 classification-model 1 spikey 1 rmstdp 1 rlstdp 1 izhikevich 1 hebbian-learning 1 florian 1 pfister 1