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Peter Chen's Projects

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A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.

bigdata18 icon bigdata18

Transfer learning for time series classification

cnn-qa icon cnn-qa

CNN for Multiple Choice Question Answering

conv_arithmetic icon conv_arithmetic

A technical report on convolution arithmetic in the context of deep learning

crnn icon crnn

Convolutional Recurrent Neural Network (CRNN) for image-based sequence recognition.

esrnn-gpu icon esrnn-gpu

PyTorch GPU implementation of the ES-RNN model for time series forecasting

gluon-ts icon gluon-ts

GluonTS - Probabilistic Time Series Modeling in Python

hctsa icon hctsa

Highly comparative time-series analysis code repository

keras-gan icon keras-gan

Keras implementations of Generative Adversarial Networks.

keras-inceptionv4 icon keras-inceptionv4

Keras Implementation of Google's Inception-V4 Architecture (includes Keras compatible pre-trained weights)

keras-self-attention icon keras-self-attention

Attention mechanism for processing sequential data that considers the context for each timestamp.

lstm-fcn icon lstm-fcn

Codebase for the paper LSTM Fully Convolutional Networks for Time Series Classification

mimic3-benchmarks icon mimic3-benchmarks

Python suite to construct benchmark machine learning datasets from the MIMIC-III clinical database.

minisom icon minisom

:red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps

mlstm-fcn icon mlstm-fcn

Multivariate LSTM Fully Convolutional Networks for Time Series Classification

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