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Marco Martinolli's Projects

dnc icon dnc

A TensorFlow implementation of the Differentiable Neural Computer.

example-repo-0.1 icon example-repo-0.1

Example of a typical repository with the basic structure to be included

hybrid_augment icon hybrid_augment

Development of the memory dynamics in AuGMEnT network to enable learning on hierarchical tasks, like 12ax. We introduced a differentiable leaky control system that allows the network to forget non-relevant cues. Thus, we implemented a variant of the AuGMEnT network, named hybrid AuGMEnT, which employs an hybrid memory with both leaky and non-leaky cells in order to learn on multiple termporal scales.

keras icon keras

Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano.

mesh-simplification icon mesh-simplification

A mesh simplification strategy for non-planar spatial regression with a penalized term. This is a joined project for NAPDE and APSC courses.

meshsimplification icon meshsimplification

A C++ library implementing an edge collapse-based simplification routine for three-dimensional surface grids with distributed data

ntm-one-shot-tf icon ntm-one-shot-tf

One Shot Learning using Memory-Augmented Neural Networks based on Neural Turing Machine architecture in Tensorflow

pacs icon pacs

Examples and exercises for the PACS course

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

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