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Antonio Horta Ribeiro's Projects

advtrain-linreg icon advtrain-linreg

Explore properties adversarial training in linear models. Companion code to the paper "Regularization properties of adversarially-trained linear regression"

attractors-and-smoothness-rnn icon attractors-and-smoothness-rnn

Companion code to the 2020 AISTATS paper: ''Beyond exploding and vanishing gradients: analysing RNN training using attractors and smoothness"

automatic-ecg-diagnosis icon automatic-ecg-diagnosis

Scripts and modules for training and testing neural network for ECG automatic classification. Companion code to the paper "Automatic diagnosis of the 12-lead ECG using a deep neural network".

computation-thru-dynamics icon computation-thru-dynamics

Understanding computation in artificial and biological recurrent networks through the lens of dynamical systems.

ecg-age-prediction icon ecg-age-prediction

Scripts and modules for training and testing neural network for age prediction from the ECG. Companion code to the paper "Deep neural network-estimated electrocardiographic age as a mortality predictor".

exprnn icon exprnn

Optimization with orthogonal constraints and on general manifolds

ip-nonlinear-solver icon ip-nonlinear-solver

A trust-region interior-point method for general nonlinear programing problems (GSoC 2017).

matplotlib2tikz icon matplotlib2tikz

A converter that takes a matplotlib figure and spits out a TikZ/PGFplots figure for smooth integration into LaTeX.

ml4ecg-resources icon ml4ecg-resources

A list of machine learning for ECG interpretation resources developed by collaborators and me.

narx-double-descent icon narx-double-descent

Explore the double-descent phenomena in the context of system identification. Companion code to the paper (https://arxiv.org/abs/2012.06341):

open_lth icon open_lth

A repository in preparation for open-sourcing lottery ticket hypothesis code.

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