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ANC Seminar: Nando de Frietas, University of Oxford

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Research challenges in random forests, deep learning, de-randomization, Markov random fields and Bayesian bandits

What
  • ANC/DTC Seminar
When Nov 19, 2013
from 11:00 AM to 12:00 PM
Where IF 4.31/4.33
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This talk will present an overview of five machine learning problems that interest me:  developing the theory and methodology of random forests, scaling deep learning, understanding of the limits of randomization and de-randomization, developing efficient learning algorithms for massive probabilistic graphical models, and extending the theory, methodology and applications of Bayesian optimization and bandits for increased automation.  I will also briefly present some examples of how these technologies are used in big data industrial applications.