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quliuwuyihmy's Projects

keras---deep-auto-encoder-trained-layerwise icon keras---deep-auto-encoder-trained-layerwise

The project codes up a three hidden layer deep auto encoder, trained in a greedy layerwise fashion for initializing a corresponding deep neural network. Also, it consider training criteria such as dropout and sparsity for improving feature learning.

keras-temporal-autoencoder icon keras-temporal-autoencoder

Keras framework for autocovariance-based dimensionality reduction of time series data with deep neural networks.

learning_identification_internode_dynamics icon learning_identification_internode_dynamics

Development of a Bayesian learning framework for HSMM characterization of the wireless RF observations, with occupancy periods and each individual RF device being classified as distinct states in the HSMM.

matdl icon matdl

A lightweight MATLAB deeplearning toolbox,based on gpuArray.

mlstm-fcn icon mlstm-fcn

Multivariate LSTM Fully Convolutional Networks for Time Series Classification

nndl.github.io icon nndl.github.io

《神经网络与深度学习》 Neural Network and Deep Learning

nnet icon nnet

A small collection of neural network algorithms in Go (no longer maintained)

np-hmm icon np-hmm

General Bayesian non-parametric hidden Markov model

paysage icon paysage

Unsupervised learning and generative models in python/pytorch.

pydeep icon pydeep

PyDeep is a machine learning / deep learning library with focus on unsupervised learning. The library has a modular design, is well documented and purely written in Python/Numpy. This allows you to understand, use, modify, and debug the code easily. Furthermore, its extensive use of unittests assures a high level of reliability and correctness.

pyro icon pyro

Deep universal probabilistic programming with Python and PyTorch

pyvb icon pyvb

Python implementation for Variational Bayesian Learning

rbm icon rbm

RBM;Contrastive Divergence;Restricted Boltzmann Machine

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