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BayesianRNN

Reproducing the results of the paper "Bayesian Recurrent Neural Networks" by Fortunato et al.

Install / Use

/learn @manuwhs/BayesianRNN
About this skill

Quality Score

0/100

Supported Platforms

Universal

README

README

This repository was created by the group DeepTrading for the Deep Learning course project Fall 2017.

What is this repository for?

  • This repository contains the source code for the groups attempt at reproducing the results found in the paper "Bayesian Recurrent Neural Networks" by Fortunato et al. (see link below)

  • For a notebook running the Bayesian RNN on the PTB dataset, see folder "BRNN/PTB_model"

  • For a notebook running the Bayesian RNN on simulated data, see folder "BRNN/Sim_data_model"

LINKS

  • Bayesian Recurrent Neural Networks paper https://arxiv.org/pdf/1704.02798.pdf

  • Link with Zaremba's RNN Implementation: https://www.tensorflow.org/tutorials/recurrent

  • BRNN Implementation with Reparametarization Trick https://gist.github.com/windweller/500ddc19d0c3cf1eb03cf73cc6b88fe3

  • Another attempt at an implementation of Bayesian RNNs https://github.com/mirceamironenco/BayesianRecurrentNN

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GitHub Stars40
CategoryEducation
Updated1y ago
Forks11

Languages

Jupyter Notebook

Security Score

65/100

Audited on Feb 25, 2025

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