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116837 icon 116837

Reward modulated STDP (Legenstein et al. 2008)

bindsnet icon bindsnet

Simulation of spiking neural networks (SNNs) using PyTorch.

bindsnet_experiments icon bindsnet_experiments

Collection of experimental Python and accompanying Bash scripts for training and evaluation of BindsNET networks.

chinese-bert-wwm icon chinese-bert-wwm

Pre-Training with Whole Word Masking for Chinese BERT(中文BERT-wwm系列模型)

easy-rl icon easy-rl

强化学习中文教程,在线阅读地址:https://datawhalechina.github.io/easy-rl/

lisnn icon lisnn

Code for the model presented in the paper "LISNN: Improving Spiking Neural Networks with Lateral Interactions for Robust Object Recognition."

lm-snn icon lm-snn

Using spiking neurons and spike-timing-dependent plasticity to classify the MNIST handwritten digits.

n3ml icon n3ml

Neuromorphic Neural Network Machine Learning

pysnn icon pysnn

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

pytorch-a2c-ppo-acktr-gail icon pytorch-a2c-ppo-acktr-gail

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

reinforcement_learning_tutorial_with_demo icon reinforcement_learning_tutorial_with_demo

Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

rl-adventure icon rl-adventure

Pytorch Implementation of DQN / DDQN / Prioritized replay/ noisy networks/ distributional values/ Rainbow/ hierarchical RL

rm-stdp icon rm-stdp

Reward modulated Spike-Timing Dependent Plasticity

s4nn icon s4nn

Temporal backpropagation for spiking neural networks with one spike per neuron, by S. R. Kheradpisheh and T. Masquelier, International Journal of Neural Systems (2020), doi: 10.1142/S0129065720500276

spikingjelly icon spikingjelly

SpikingJelly is an open-source deep learning framework for Spiking Neural Network (SNN) based on PyTorch.

spytorch icon spytorch

Tutorial for surrogate gradient learning in spiking neural networks

superspike_tutorial icon superspike_tutorial

Following Friedemann Zenke's tutorial on training spiking networks with surrogate gradients from https://github.com/fzenke/spytorch

text-classification-surveys icon text-classification-surveys

文本分类资源汇总,包括深度学习文本分类模型,如SpanBERT、ALBERT、RoBerta、Xlnet、MT-DNN、BERT、TextGCN、MGAN、TextCapsule、SGNN、SGM、LEAM、ULMFiT、DGCNN、ELMo、RAM、DeepMoji、IAN、DPCNN、TopicRNN、LSTMN 、Multi-Task、HAN、CharCNN、Tree-LSTM、DAN、TextRCNN、Paragraph-Vec、TextCNN、DCNN、RNTN、MV-RNN、RAE等,浅层学习模型,如LightGBM 、SVM、XGboost、Random Forest、C4.5、CART、KNN、NB、HMM等。介绍文本分类数据集,如MR、SST、MPQA、IMDB、Yelp、20NG、AG、R8、DBpedia、Ohsumed、SQuAD、SNLI、MNLI、MSRP、MRDA、RCV1、AAPD,评价指标,如accuracy、Precision、Recall、F1、EM、MRR、HL、Micro-F1、Macro-F1、P@K,和技术挑战,包括多标签文本分类。

text_gcn icon text_gcn

Graph Convolutional Networks for Text Classification. AAAI 2019

torchneuromorphic icon torchneuromorphic

Datasets recorded from Neuromorphic Sensors or Conversions using Simulations of Sensors

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