Fast Construction of Correcting Ensembles for Legacy Artificial Intelligence Systems: Algorithms and a Case Study

no code implementations • 12 Oct 2018 • Ivan Y. Tyukin, Alexander N. Gorban, Stephen Green, Danil Prokhorov

This paper presents a technology for simple and computationally efficient improvements of a generic Artificial Intelligence (AI) system, including Multilayer and Deep Learning neural networks.

Augur: Data-Parallel Probabilistic Modeling

no code implementations • NeurIPS 2014 • Jean-Baptiste Tristan, Daniel Huang, Joseph Tassarotti, Adam C. Pocock, Stephen Green, Guy L. Steele

We show that the compiler can generate data-parallel inference code scalable to thousands of GPU cores by making use of the conditional independence relationships in the Bayesian network.

Probabilistic Programming

Automatic Generation of Social Tags for Music Recommendation

no code implementations • NeurIPS 2007 • Douglas Eck, Paul Lamere, Thierry Bertin-Mahieux, Stephen Green

Social tags are user-generated keywords associated with some resource on the Web.

Music Recommendation Recommendation Systems +1