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weijialiu56's Projects

awesome-snn icon awesome-snn

🔥🔥🔥 A collection of some awesome public SNN(Spiking Neural Network) projects.

brain-cog icon brain-cog

Brain-inspired Cognitive Intelligence Engine (BrainCog) is a brain-inspired spiking neural network based platform for simulating the cognitive brains of different animal species at multiple scales and realizing brain-inspired Artificial Intelligence. The long term goal of BrainCog is to provide a comprehensive theory and system to decode the mechanisms and principles of human intelligence and its evolution, and develop artificial brains for brain-inspired conscious living machines in future human-machine society.

carlsim4 icon carlsim4

CARLsim is an efficient, easy-to-use, GPU-accelerated software framework for simulating large-scale spiking neural network (SNN) models with a high degree of biological detail.

carlsim6 icon carlsim6

CARLsim is an efficient, easy-to-use, GPU-accelerated software framework for simulating large-scale spiking neural network (SNN) models with a high degree of biological detail.

memtorch icon memtorch

A Simulation Framework for Memristive Deep Learning Systems

ml-visuals icon ml-visuals

🎨 ML Visuals contains figures and templates which you can reuse and customize to improve your scientific writing.

py icon py

Repository to store sample python programs for python learning

pydata-book icon pydata-book

Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

sinabs icon sinabs

Spiking neural network library based on PyTorch.

snntorch icon snntorch

Deep and online learning with spiking neural networks in Python

spiking-neural-network-snn-with-pytorch-where-backpropagation-engenders-stdp icon spiking-neural-network-snn-with-pytorch-where-backpropagation-engenders-stdp

What about coding a Spiking Neural Network using an automatic differentiation framework? In SNNs, there is a time axis and the neural network sees data throughout time, and activation functions are instead spikes that are raised past a certain pre-activation threshold. Pre-activation values constantly fades if neurons aren't excited enough.

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