biological-neural-networks

There are 1 repository under biological-neural-networks topic.

ngc-learn
NACLab / ngc-learn
NGC-Learn: Neurobiological Learning and Biomimetic Systems Simulation in Python
biological-neural-networks brain-inspired-computing cognitive-science computational-neuroscience credit-assignment credit-assignment-problem free-energy hebbian-learning jax learning-algorithms local-learning machine-learning neural-networks neuroscience predictive-coding predictive-processing python spiking-networks spiking-neural-networks
Language:Python 94
takyamamoto / BNN-ANN-papers
Papers : Biological and Artificial Neural Networks
artificial-neural-networks awesome-list biological-neural-networks neurosci
68
rA9
MarkusAI / rA9
JAX-based Spiking Neural Network framework
spiking-neural-networks deep-spiking-neural-networks biological-neural-networks jax spike-based-backpropagation
Language:Python 61
ago109 / predictive-forward-forward
Implementation/simulation of the predictive forward-forward credit assignment algorithm for training neurobiologically-plausible recurrent neural network models.
forward-forward local-learning tensorflow predictive-forward-forward forward-learning learning-algorithms biological-neural-networks brain-inspired-computing credit-assignment machine-learning neural-networks predictive-coding recurrent-networks cognitive-science forward-pass-learning neuroscience
Language:Python 50
amassivek / signalpropagation
Forward Pass Learning and Inference Library, for neural networks and general intelligence, Signal Propagation (sigprop)
deep-learning forward-forward neural-networks forward-learning forward-pass biological-neural-networks local-learning spiking-networks spiking-neural-networks signal-propagation forward-pass-learning neural-network sigprop machine-learning artificial-intelligence learning-algorithms pytorch
Language:Python 46
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
caglarcakan / stimulus_neural_populations
A framework for simulating mean-field neural mass models of spiking neurons, comparing them to large network simulations, and predicting electrical stimulation responses of neural populations.
neuroscience computational-neuroscience brian2 neural-networks biological-neural-networks
Language:Jupyter Notebook 15
nest-desktop / nest-desktop
NEST Desktop is a web-based GUI application for NEST Simulator.
nest graphical-user-interface biological-neural-networks simulation
Language:TypeScript 14
AnkurMali / ContinualPTNCN
We introduce Local recurrent Predictive coding model termed as Parallel temporal Neural Coding Network. Unlike classical RNNs, our model is pure local and doesn't require computing gradients backward in time; thus computationally more efficient compared to BPTT and can be used for online learning
biological-neural-networks brain-inspired-computing cognitive-science language-model local-learning machine-learning neuroscience numpy predictive-coding recurrent-neural-networks tensorflow2
Language:Python 9
SelfishGene / filter_and_fire_neuron
Code behind the work "Multiple Synaptic Contacts Combined with Dendritic Filtering Enhance Spatio-Temporal Pattern Recognition of Single Neurons", bioRxiv 2022
neuroscience neuroscience-inspired-ai pattern-recognition biological-modeling biological-neural-networks
Language:Python 8
johnlime / UnitNeurons
C++ neuron-based neural network library
unit-neuron neural-network feedforward kohonen-som signal proximal-policy-optimization policy-gradient reinforcement-learning-algorithms unit-neurons feedback biological-neural-networks asynchronous-programming
Language:C++ 4
moorugi98 / hetero_delay_network
computational efficacy of a modular spiking neural network as a function of heterogeneity of delay in the network
integrate-and-fire nest delay ridge-regression biological-neural-networks reservoir-computing classification simulation recurrent-neural-network spiking-neural-networks
Language:Jupyter Notebook 2
cristinaa211 / Biological_Neural_Network
Biological Neural Network based on Izhikevich Neuron Model
biological-neural-networks neuron-models continous-impulse-encoding eeg-signals
Language:Python 1
NikhilMukraj / spiking-neural-networks
Implementations of various simulations for integrate and fire models, as well as conductance based models with synaptic neurotransmission
biological-neural-networks biological-neurons computational-biology cuda hodgkin-huxley-neuron izhikevich-neurons python rust
Language:Rust 1
Neuroblox / NeurobloxDocsHost
Open documentation hosting for the Neuroblox project
biological-neural-networks neuroblox spiking-neural-networks
0