max-talanov/1

personal repository

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BindsNET/bindsnet

Simulation of spiking neural networks (SNNs) using PyTorch.

Language: Python - Size: 61.2 MB - Last synced at: 9 days ago - Pushed at: 12 days ago - Stars: 1,611 - Forks: 338

dartl0l/spiking-learn

Framework for machine learning with spiking neural networks

Language: Python - Size: 475 KB - Last synced at: 27 days ago - Pushed at: 27 days ago - Stars: 1 - Forks: 0

bhavya13062006/NeuroGrow

Language: Python - Size: 12.7 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

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: 16.1 MB - Last synced at: 2 days ago - Pushed at: about 2 months ago - Stars: 64 - Forks: 10

justinlietz93/AdvancedMath

A Python toolkit for advanced mathematics in AI and computational neuroscience, designed to support the development of the Fully Unified Model (FUM).

Language: Python - Size: 193 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

juliancervos/stdp-nmnist

Repository for the master thesis titled "Local Unsupervised Learning of Multimodal Event-Based Data with Spiking Neural Networks", by Julian Lopez Gordillo (MSc in Artificial Intelligence, 2019-2021).

Language: Python - Size: 145 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 23 - Forks: 5

ggoupy/SpikeNN

CPU-based spiking neural network framework for classification layers employing first-spike coding and supervised STDP training.

Language: Python - Size: 558 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 5 - Forks: 0

fzenke/auryn

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

Language: C++ - Size: 3.57 MB - Last synced at: 26 days ago - Pushed at: 6 months ago - Stars: 102 - Forks: 43

adeethyia-shankar/STDP-Recurrent-Motifs

Spike-timing dependent plasticity (STDP) in Brian2

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BasBuller/PySNN

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

Language: Python - Size: 12.8 MB - Last synced at: 5 months ago - Pushed at: about 1 year ago - Stars: 225 - Forks: 27

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 at: 5 months ago - Pushed at: almost 5 years ago - Stars: 19 - Forks: 4

ShahriarRezghi/Spyker

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

Language: C++ - Size: 376 KB - Last synced at: 5 months ago - Pushed at: about 2 years ago - Stars: 22 - Forks: 3

ziemowit-s/neuronpp

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

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mapolinario94/S-TLLR

[TMLR] S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks

Language: Python - Size: 48.8 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 1 - Forks: 0

zhouyanasd/DL-NC

spiking-neural-networks

Language: Python - Size: 66.3 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 36 - Forks: 8

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 at: 6 days ago - Pushed at: over 7 years ago - Stars: 15 - Forks: 6

aidinattar/snn

Implementation of Spiking Neural Networks (SNNs) using SpykeTorch, featuring STDP and R-STDP training methods for efficient neural computation.

Language: Python - Size: 10.2 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 1

MohaZamani/Neural-Learning-and-Coding

Explores neural coding schemes and learning mechanisms in neuroscience using STDP and RSTDP models for synaptic plasticity.

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AnitaSoroush/LearningProcess

A simulation of unsupervised (STDP) and reinforcement learning (Reward-based STDP) in human brain

Language: Jupyter Notebook - Size: 441 KB - Last synced at: 12 months ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 0

realamirhe/tsnn

Probably the world most FC implementation of transformers with SNNs

Language: Python - Size: 320 KB - Last synced at: 5 months ago - Pushed at: about 3 years ago - Stars: 7 - Forks: 0

SpikeyCNS/spikey

Malleable spiking neural network framework and training platform.

Language: Python - Size: 1.25 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 0

ModelDBRepository/144566

Voltage-based STDP synapse (Clopath et al. 2010)

Language: MATLAB - Size: 83 KB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 1

udion/Neurapse

Nuerapse simulations for SNNs

Language: Python - Size: 8.54 MB - Last synced at: almost 2 years ago - Pushed at: almost 7 years ago - Stars: 24 - Forks: 7

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 at: about 2 years ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 0

ssgier/morphyne

Accelerated SNN simulator for neuromorphic computing and research in Python

Language: Python - Size: 123 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

ggoupy/SpikingConvNet

Convolutional spiking neural network implementing STDP

Language: Python - Size: 29.3 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years 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 at: over 2 years ago - Pushed at: about 5 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 at: over 2 years ago - Pushed at: over 2 years 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 at: about 2 years ago - Pushed at: over 4 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 at: over 2 years ago - Pushed at: about 8 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 at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 1

H-Elbez/Nengo

STDP implementation for Nengo and single layer network

Language: Python - Size: 15.9 MB - Last synced at: over 2 years ago - Pushed at: almost 4 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 at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

daevem/SpykeTorch-Extended Fork of miladmozafari/SpykeTorch

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

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bdevans/spike

Spiking neural network simulator

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