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Alexandros Goulas's Projects

bio2art icon bio2art

Convert biological neuronal networks to artificial recurrent neuronal networks

bio_rnn_mem icon bio_rnn_mem

Predict sequential data with recurrent neural networks with biological wiring

differentiable-plasticity icon differentiable-plasticity

Implementations of the algorithms described in Differentiable plasticity: training plastic networks with gradient descent, a research paper from Uber AI Labs.

echoes icon echoes

Pythonic Machine Learning with Echo State Networks

ignite icon ignite

High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.

modules icon modules

The official repository for our paper "Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks". We develop a method for analyzing emerging functional modularity in neural networks based on differentiable weight masks and use it to point out important issues in current-day neural networks.

torchknickknacks icon torchknickknacks

Many simple useful PyTorch things related mainly to model manipulation (e.g. add, delete, record from layers) in one place

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