LATEST BLOG POSTS

Thoughts on designing a tensor algebra/ deep learning framework

tech

deep-learning

python

A potpourri of thoughts on designing the ideal tensor algebra and deep learning framework

Practice Makes... What?

general

learning

Is work enough to reach true mastery?

New Year, New Website [Reloaded]

general

tech

Born again personal website - how to quickly refresh a blog

TensorLy, Now Also with PyTorch Backend

machine-learning

TensorLy

pytorch

In version 0.2.0, TensorLy was refactored to support backends. As proof of concept I put together a PyTorch backend. It makes it trivial to combine pytorch code with tensor methods. In this post we demonstrate this by performing Tucker tensor decomposition using autograd and gradient descent.

TensorLy, with MXNet Backend

machine-learning

TensorLy

MXNet

From version 0.2.0, TensorLy has an MXNet Backend, in addition to the NumPy backend. This allows to perform tensor operations on multi-machines, on CPU and GPU seemlessly, as well as to integrate with Deep Neural Networks. This posts goes over this new version and how to install it.

Tensor Unfolding

machine-learning

TensorLy

A look at tensor unfolding and its different definitions. We go through their mathematical properties, and python implementation with NumPy.

Robust Tensor PCA with TensorLy

Machine-Learning

TensorLy

A demonstration on how to use TensorLy to perform robust tensor Principal Component Analysis, with an application on images and videos.

New Year, New Website

general

tech

Hello world!