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Continual Learning

This is an unofficial PyTorch implementation of the continual learning experiments described in the following paper:

Project proposal

https://www.overleaf.com/read/cghtkvkvhmnj

Project goals

  • implement prior- and likelihood-focused continual learning approaches, in particular VCL+coresets and VGR models
  • test models permuted MNIST, split MNIST
  • compare results

Team members

  • Alexey Topolnitskiy
  • Alsu Sagirova

Requirements

To install all required packages, run the following command:

pip install -r requirements.txt

Running the experiments

To run the experiments you can use IPython notebooks from the notebooks folder

About

Reproduction of the results of article https://arxiv.org/abs/1902.06494, final project for BMML course

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