hebbian-learning

There are 4 repositories under hebbian-learning topic.

HebbianMetaLearning
enajx / HebbianMetaLearning
Meta-Learning through Hebbian Plasticity in Random Networks: https://arxiv.org/abs/2007.02686
hebbian-plasticity meta-learning reinforcement-learning hebbian hebbian-learning neurips-2020 lifelong-learning
Language:Python 119
ngc-learn
NACLab / ngc-learn
NGC-Learn: Neurobiological Learning and Biomimetic Systems Simulation in Python
brain-inspired-computing free-energy machine-learning neuroscience predictive-coding predictive-processing python spiking-neural-networks learning-algorithms cognitive-science local-learning computational-neuroscience neural-networks biological-neural-networks credit-assignment hebbian-learning spiking-networks jax credit-assignment-problem
Language:Python 91
julestalloen / pytorch-hebbian
A lightweight and flexible framework for Hebbian learning in PyTorch.
hebbian-learning image-classification local-learning pytorch unsupervised-learning
Language:Python 71
takyamamoto / Hopfield-Network
Hopfield network implemented with Python
hopfield-network hebbian-learning
Language:Python 71
mpatacchiola / pyERA
Python implementation of the Epigenetic Robotic Architecture (ERA). It includes standalone classes for Self-Organizing Maps (SOM) and Hebbian Networks.
som artificial-neural-networks self-organizing-map hebbian-learning
Language:Python 70
Saran-nns / sorn
PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym
neuroinformatics neuro-computing cortical-network cortical-learning reinforcement-learning autonomous-agents brain-inspired-computing self-organizing-network sorn complex-networks neuroplasticity hebbian-learning bolzmann-machines reservoir-computing hopfield-network self-organizing-criticality point-neurons machine-learning associative-networks
Language:Python 29
mizvol / WikiBrain
Studying collective memories of internet users using Wikipedia viewership statistics
hebbian-learning wikipedia research information-retrieval graphx scala spark graph datamining learning-algorithm dataset wikipedia-graph-mining
Language:Jupyter Notebook 24
ajayarunachalam / pynmsnn
NeuroMorphic Predictive Model with Spiking Neural Networks (SNN) using Pytorch
pytorch spiking-neural-networks python neuromorphic neuromorphic-computing classification regression predictive-modeling machine-learning deep-learning deep-neural-networks torch biological-neural-networks hebbian-learning spike-time-dependent-plasticity spike-inference spike-detection
Language:Jupyter Notebook 23
nsidn98 / Computational-Neuroscience
Code for the assignments for the Computational Neuroscience Course BT6270 in the Fall 2018 semester
hodgkin-huxley-model hodgkin-huxley convolutional-neural-network phase-space hopfield-network hopfield-neural-network hebbian-learning hebbian-learning-rule
Language:Jupyter Notebook 14
IGITUGraz / H-Mem
Code for Limbacher, T. and Legenstein, R. (2020). H-Mem: Harnessing synaptic plasticity with Hebbian Memory Networks
hebbian-learning memory-networks neural-networks python recurrent-neural-networks tensorflow-experiments
Language:Python 12
hopfield-network
duskybomb / hopfield-network
Implementation of Hopfield Neural Network in Python based on Hebbian Learning Algorithm
associative-memory hopfield-network hopfield-neural-network hebbian-learning python implementation-of-research-paper
Language:Jupyter Notebook 10
ais-climber / a-la-mode
A neural network model builder, leveraging a neuro-symbolic interface.
conditional-logic hebbian-learning knowledge-representation modal-logic model-building model-extraction neuro-symbolic-ai
Language:Python 7
bicv / SparseHebbianLearning
unsupervised learning of natural images -- à la SparseNet.
hebbian-learning matching-pursuit neural-networks neuroscience sparse sparse-coding unsupervised-learning unsupervised-learning-algorithms
Language:Jupyter Notebook 7
LumenPallidium / backprop-alts
This repository has implementations of various alternatives to backpropagation for training neural networks.
backpropagation forward-forward-algorithm hebbian-learning neural-network predictive-coding pytorch reservoir-computing
Language:Python 7
FabioMurgese / computational-neuroscience
Computational Neuroscience projects.
hebbian-learning hebbian-plasticity esn echo-state-networks reservoir-computing izhikevich-model hopfield-network narma10 laser mackey-glass rnn hebb oja-rule spiking-neurons
Language:MATLAB 6
X-and-O-Character-Recognition-using-Neural-Networks
hassanzadehmahdi / X-and-O-Character-Recognition-using-Neural-Networks
In this project, I used Hebbian, Perceptron, Adaline, MultiClassPerceptron and MultiClassAdaline neural networks to implement X and O character recognition.
neural-network hebb hebbian hebbian-learning perceptron perceptron-learning-algorithm adaline multi-class-perceptron multiclass-perceptron multi-class-adaline character-recognition x-o xo-character-recognition
Language:Python 6
IGITUGraz / MemoryDependentComputation
Code for Limbacher, T., Özdenizci, O., & Legenstein, R. (2022). Memory-enriched computation and learning in spiking neural networks through Hebbian plasticity. arXiv preprint arXiv:2205.11276.
associations babi-tasks cross-modal-learning hebbian-learning memory-networks neural-networks one-shot-learning python pythorch question-answering recurrent-neural-networks reinforcement-learning spiking-neural-networks
Language:Python 6
jrieke / evolution-learning
🐣 Code for my master thesis "Biologically Plausible Deep Learning through Neuroevolution"
backpropagation biologically-plausible-learning evolutionary-algorithms feedback-alignment hebbian-learning machine-learning master-thesis neat neural-networks research
Language:Jupyter Notebook 6
IvanShpurov / The-Kuramoto-Model-of-Social-Interactions
This is a python implementation of Kuramoto model with adaptive rewiring. Adaptive rewiring is meant to simulate the ebb and flow of social interactions.
kuramoto-model python social-network hebbian-learning simulation
Language:Jupyter Notebook 5
Nikronic / Artificial-Neural-Networks
Projects of the course Artificial Neural Networks by Dr. Mozayani - Fall 2019
ann som kohonen map mnist perceptron hebb hebbian-learning xor-neural-network python
Language:Jupyter Notebook 5
SpikeyCNS / spikey
Malleable spiking neural network framework and training platform.
neural-network spiking-neural-networks spikey reinforcement-learning stdp rlstdp florian izhikevich rmstdp hebbian-learning snn rl
Language:Python 5
suresh-pokharel / Neural_Networks
Assignments on Neural Networks
hopefield-network kohonen-network hebbian-learning genetic-algorithm perceptron multilayer-perceptron
Language:Python 5
camilo-v / Neural-Networks
Assorted mix of code studying Neural Networks, Deep Learning, and training strategies.
neural-network perceptron adaline hebbian-learning
Language:Python 4
hopfield-networks
mark-antal-csizmadia / hopfield-networks
Implementing Hopfield Networks from scratch, testing their content addressable memory, attractor, and energy landscape, investigating their resistance to noise, experimenting with their memory capacity, and putting strain on them with sparse patterns.
hopfield-network neural-network content-addressable-storage attractor energy-landscapes memory-capacity sparse-patterns hebbian-learning recall python
Language:Jupyter Notebook 4
mc-cat-tty / HopfieldOCR
A Hopfield network to reconstruct patterns (numerical digits) and cope with noise.
algorithm-visualisation hebbian-learning hebbian-learning-rule hopfield-network hopfield-networks hopfield-neural-network manim-animations manim-python neural-network neural-networks
Language:Python 4
monoelh / PCAnet-HebbianPCA-kPCA-PowerPCA
PCAnet and different PCA methods, implemented with numpy. Including powerPCA, HebbianPCA, kernelPCA and PCAnet
hebbian-learning kernel-methods numpy pca pcanet python
Language:Jupyter Notebook 4
AND-OR-Gates-using-Neural-Networks
hassanzadehmahdi / AND-OR-Gates-using-Neural-Networks
In this project, I used Hebbian, Perceptron and Adaline neural networks to implement AND gate, and OR gate.
and-gate-implementation and-gate or-gate or-gate-implementaion adaline perceptron hebb hebbian hebbian-learning perceptron-learning-algorithm neural-networks neural-network
Language:Python 3
priyap97 / number-recognition
Term project for CS525
snn spiking-neural-networks number-recognition neural-network hebbian-learning
Language:Python 3
bmcmenamin / hebbnets
Playing with biologically plausible deep learning
hebbian-learning antihebbian-learning unsupervised delta-rule oja-rule q-agrel
Language:Python 2
AnimatCreator
ccrock4t / AnimatCreator
Create Hebbian AI robots and evolve their brains to walk
artificial-intelligence artificial-life evolution evolutionary-algorithm genetic-algorithm hebbian hebbian-learning machine-learning neural-network robot simulation
Language:C# 2
clps1291-bioplausnn / BioPlausibleLearning
Pytorch Implementation, Experiments and Exploration of Biologically Plausible Neural Networks as a final project of CLPS1291 @ Brown
biologically-plausible-learning feedback-alignment hebbian-learning image-classification pytorch bio-inspired
Language:Jupyter Notebook 2
jayshah19949596 / Neural-Network-Demo
This repository contains basic neural network design concepts like hebbian learning, perceptron rule, filtered learning
hebbian-learning tensroflow mnist tensorflow-mnist widrow-hoff adaptive-filtering perceptron-learning-rule neural-network
Language:Python 2
KyivAIGroup / iterative-winners-take-all
Iterative winners-take-all algorithm
hebbian-learning plasticity pytorch sparse-coding unsupervised-learning winner-take-all
Language:Python 2
maael / HedonisticHebbianNeuralNetwork
A Hedonistic Hebbian Neural Network in python.
neurons life python artificial-life artificial-neural-networks hebbian-learning neural-network
Language:Python 2
r1cc4r2o / D2BL
Dynamic Distribution-driven Backpropagation Learning
attention-mechanism bio-inspired brain hebbian-learning machine-learning
Language:Jupyter Notebook 2
Jim137 / binocular_balance
Neuronal Networks Simulation
binocular hebbian-learning neuronal-dynamics neuronal-networks bcm-theory
Language:Python 1

hebbian-learning

enajx / HebbianMetaLearning

NACLab / ngc-learn

julestalloen / pytorch-hebbian

takyamamoto / Hopfield-Network

mpatacchiola / pyERA

Saran-nns / sorn

mizvol / WikiBrain

ajayarunachalam / pynmsnn

nsidn98 / Computational-Neuroscience

IGITUGraz / H-Mem

duskybomb / hopfield-network

ais-climber / a-la-mode

bicv / SparseHebbianLearning

LumenPallidium / backprop-alts

FabioMurgese / computational-neuroscience

hassanzadehmahdi / X-and-O-Character-Recognition-using-Neural-Networks

IGITUGraz / MemoryDependentComputation

jrieke / evolution-learning

IvanShpurov / The-Kuramoto-Model-of-Social-Interactions

Nikronic / Artificial-Neural-Networks

SpikeyCNS / spikey

suresh-pokharel / Neural_Networks

camilo-v / Neural-Networks

mark-antal-csizmadia / hopfield-networks

mc-cat-tty / HopfieldOCR

monoelh / PCAnet-HebbianPCA-kPCA-PowerPCA

hassanzadehmahdi / AND-OR-Gates-using-Neural-Networks

priyap97 / number-recognition

bmcmenamin / hebbnets

ccrock4t / AnimatCreator

clps1291-bioplausnn / BioPlausibleLearning

jayshah19949596 / Neural-Network-Demo

KyivAIGroup / iterative-winners-take-all

maael / HedonisticHebbianNeuralNetwork

r1cc4r2o / D2BL

Jim137 / binocular_balance