Timezone: »
Demonstration
Worio: A Web-Scale Machine Learning System
Nando de Freitas · Ali Davar
Event URL: http://www.worio.com »
Our team has created a unique technology that demonstrates how machine learning ideas can be applied successfully at web-scale. Worio has developed and integrated: (i) novel classifiers that automatically apply millions of tags to billions of documents accurately and within a day, (ii) a massive web-scale recommender system for millions of users and billions of items, and (iii) topic modeling of users, documents and queries. The technology opens up room for new products in knowledge discovery and information retrieval, filtering and organization. It is also a platform for developing more sophisticated-scale natural language applications.
Author Information
Nando de Freitas (University of Oxford)
Ali Davar (Worio)
More from the Same Authors
-
2016 Poster: Learning to Communicate with Deep Multi-Agent Reinforcement Learning »
Jakob Foerster · Yannis Assael · Nando de Freitas · Shimon Whiteson -
2014 Poster: Distributed Parameter Estimation in Probabilistic Graphical Models »
Yariv D Mizrahi · Misha Denil · Nando de Freitas -
2013 Workshop: Bayesian Optimization in Theory and Practice »
Matthew Hoffman · Jasper Snoek · Nando de Freitas · Michael A Osborne · Ryan Adams · Sebastien Bubeck · Philipp Hennig · Remi Munos · Andreas Krause -
2013 Workshop: Deep Learning »
Yoshua Bengio · Hugo Larochelle · Russ Salakhutdinov · Tomas Mikolov · Matthew D Zeiler · David Mcallester · Nando de Freitas · Josh Tenenbaum · Jian Zhou · Volodymyr Mnih -
2011 Workshop: Bayesian optimization, experimental design and bandits: Theory and applications »
Nando de Freitas · Roman Garnett · Frank R Hutter · Michael A Osborne -
2010 Session: Spotlights Session 10 »
Nando de Freitas -
2010 Session: Oral Session 12 »
Nando de Freitas -
2009 Workshop: Adaptive Sensing, Active Learning, and Experimental Design »
Rui M Castro · Nando de Freitas · Ruben Martinez-Cantin -
2009 Tutorial: Sequential Monte-Carlo Methods »
Arnaud Doucet · Nando de Freitas -
2008 Poster: An interior-point stochastic approximation method and an L1-regularized delta rule »
Peter Carbonetto · Mark Schmidt · Nando de Freitas -
2008 Oral: An interior-point stochastic approximation method and an L1-regularized delta rule »
Peter Carbonetto · Mark Schmidt · Nando de Freitas -
2007 Spotlight: Bayesian Policy Learning with Trans-Dimensional MCMC »
Matthew Hoffman · Arnaud Doucet · Nando de Freitas · Ajay Jasra -
2007 Poster: Bayesian Policy Learning with Trans-Dimensional MCMC »
Matthew Hoffman · Arnaud Doucet · Nando de Freitas · Ajay Jasra -
2007 Poster: Active Preference Learning with Discrete Choice Data »
Eric Brochu · Nando de Freitas · Abhijeet Ghosh -
2006 Poster: Conditional mean field »
Peter Carbonetto · Nando de Freitas