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zht-1994's Projects

alexnet

AlexNet model from ILSVRC 2012

bayesiancnn

Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference, Gal et al. 2015

ceemdan

A MATLAB package for CEEMDAN (Complete Ensemble Empirical Mode Decomposition with Adaptive Noise)

cnn-lstm

基于cnn和lstm的动作视频序列识别

deep-ensembles-uncertainty

My implementation of the paper "Simple and Scalable Predictive Uncertainty estimation using Deep Ensembles"

deep-learning-projects

This repo contains all the projects that I have personally undertaken to enhance my skills and understand behavior of data and associated patterns or best-fitted predictions.

dl-uncertainty

"What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?", NIPS 2017 (unofficial code).

dncnn

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising (TIP, 2017)

genetic-cnn

CNN architecture exploration using Genetic Algorithm

loess_smoothing_operator

Perform a LOESS curve fitting on a set of data points.

matlab-gan

MATLAB implementations of Generative Adversarial Networks -- from GAN to Pixel2Pixel, CycleGAN

mechanical_fault_diagnosis_dataset

the loader for common open source mechanical fault diagnosis datasets (CWRU, MFPT, SouthEast Uni., Paderborn Uni.)

medium_notebooks_english

This repo contains the notebooks that is used in Medium posts.

mnist

mnist classification with tensorflow ( nn, cnn, lstm, nlstm, bi-lstm, cnn-rnn)

phm-code

故障诊断与寿命预测

phm-ieee-2012-data-challenge-dataset

Dataset that was used during the PHM IEEE 2012 Data Challenge, built by the FEMTO-ST Institute

probabilistic-programming-and-bayesian-methods-for-hackers

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)