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sangkyunjo's Projects

cs285-homework icon cs285-homework

Assignments for Berkeley CS 285: Deep Reinforcement Learning (Fall 2020)

ctcmodel icon ctcmodel

Easy-to-use Connectionnist Temporal Classification in Keras

es-rnn-pytorch icon es-rnn-pytorch

This is a work in progress Pytorch implementation of the recently proposed ES-RNN by Slawek Smyl, winner of the M4 competition

esrnn-gpu icon esrnn-gpu

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

hybrid-ar-lstm-model-for-prediction-of-birth icon hybrid-ar-lstm-model-for-prediction-of-birth

Although ARIMA, AR essentially for linear update models plus some noise thrown in and LSTM essentially for a nonlinear time series model are well known in the literature we have applied them in the data. Based on the fact that the LSTM outperforms the AR then the AR outperform the ARIMA according to their results, we have came with an idea of combining the two best models AR and LSTM in single architecture that that will take advantage of the two models and capture linear and nonlinear phenomena because it has both linear and nonlinear modeling capabilities.

interpretableai icon interpretableai

Interpretable AI with Safeguard AI (paper study, implement-code review)

kospeech icon kospeech

Open-Source Toolkit for End-to-End Korean Automatic Speech Recognition.

neural_cf icon neural_cf

neural collaborative filtering tensorflow 2.0

retain-keras icon retain-keras

Reimplementation of RETAIN Recurrent Neural Network in Keras

tensor-house icon tensor-house

A collection of reference machine learning and optimization models for enterprise operations: marketing, pricing, supply chain

time-series-autoencoder icon time-series-autoencoder

:chart_with_upwards_trend: PyTorch dual-attention LSTM-autoencoder for multivariate Time Series :chart_with_upwards_trend:

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