Category Archives

13 Articles

Experiment

Sparse Unsupervised Capsules Generalize Better

Posted by David Rawlinson on
Sparse Unsupervised Capsules Generalize Better

Equivariances discovered by the Sparse Unsupervised Capsules algorithm variant

We've just uploaded a spin-off research paper to arXiv titled "Sparse Unsupervised Capsules Generalize Better". So what's it all about? Capsules Networks You may have heard of Capsules Networks already - if not, have a read of one of these blog articles (here, here, here, or here (EM routing)), ...

Experiment

AGI Experimental Framework

Posted by Gideon Kowadlo on

We’re very excited to launch AGI Experimental Framework, AGIEF, our open source framework. We first introduced it a while back, at the end of 2015 here, and it has certainly come a long way. AGIEF was created to make running rigorous AI experiments convenient, reproducible and scalable. ...

Experiment

Region-Layer Experiments

Posted by David Rawlinson on
Region-Layer Experiments

Typical results from our experiments: Some active cells in layer 3 of a 3 layer network, transformed back into the input pixels they represent. The red pixels are positive weights and the blue pixels are negative weights; absence of colour indicates neutral weighting (ambiguity). The w ...