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Automating the design of adaptive machine learning algorithms

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In this talk, I will describe our research on adaptation of machine learning algorithms to non-stationary streaming data. In particular, I will focus on the concept of Adaptive Mechanisms, which are the construction blocks of model's adaptation. I will describe the advantages of such an approach, as well as several heuristic methods which utilise the Adaptive Mechanisms framework to automate and improve the adaptation of the model, including methods based on online learning algorithms.

Dates: 
Friday, October 11, 2019 - 15:00
Location: 
Inria Lille - Nord Europe, A00
Speaker(s): 
Rashid Bakirov
Affiliation(s): 
Bournemouth University