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Kejie Jiang's Projects

adversarial icon adversarial

Code and hyperparameters for the paper "Generative Adversarial Networks"

batchgenerators icon batchgenerators

A framework for data augmentation for 2D and 3D image classification and segmentation

beta-tcvae icon beta-tcvae

code for "Isolating Sources of Disentanglement in Variational Autoencoders".

cnn-convlstm-time-series icon cnn-convlstm-time-series

Inspired by the success and computational efficiency of convolutional architectures for various sequential tasks compared to recurrent neural networks. We explored CNN and RCNN autoencoder whose representations can be utilized for the task of time-series classification. Our results surpass existing RNN and DTW-based-classifiers on 11 out of 30 datasets while the existing RNN achieved 8/30.

combo icon combo

A Python Toolbox for Machine Learning Model Combination

computer-science icon computer-science

:mortar_board: Path to a free self-taught education in Computer Science!

convlstm-2 icon convlstm-2

Convolutional LSTM for Precipitation Nowcasting

copula-variational-bayes icon copula-variational-bayes

Matlab code for my paper "Copula Variational Bayes inference via information geometry", submitted to IEEE Trans. on information theory, 2018

dcl icon dcl

Destruction and Construction Learning for Fine-grained Image Recognition

deepad icon deepad

Detection of Accounting Anomalies in the Latent Space using Adversarial Autoencoder Neural Networks - A lab we prepared for the KDD'19 Workshop on Anomaly Detection in Finance that will walk you through the detection of interpretable accounting anomalies using adversarial autoencoder neural networks. The majority of the lab content is based on Jupyter Notebook, Python and PyTorch.

deephpms icon deephpms

Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations

deepmind-research icon deepmind-research

This repository contains implementations and illustrative code to accompany DeepMind publications

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