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mary-shi's Projects

batchbald icon batchbald

Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning.

cuda-nnet icon cuda-nnet

Spiking neural network implementation using CPU and CUDA engine

deeplearntoolbox icon deeplearntoolbox

Matlab/Octave toolbox for deep learning. Includes Deep Belief Nets, Stacked Autoencoders, Convolutional Neural Nets, Convolutional Autoencoders and vanilla Neural Nets. Each method has examples to get you started.

episodic-curiosity icon episodic-curiosity

Tensorflow/Keras code and trained models for Episodic Curiosity Through Reachability

noreward-rl icon noreward-rl

[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning

slayerpytorch icon slayerpytorch

PyTorch implementation of SLAYER for training Spiking Neural Networks

spike-response-model icon spike-response-model

Feedforward multilayer spiking neural network with SRM0 model. Gaussian receptive field has been used for information encoding

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.

spytorch icon spytorch

Tutorial for surrogate gradient learning in spiking neural networks

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