Recent Developments in Linear Regression

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Event details

Date 12.12.2017
Hour 16:15
Speaker Prof. Martin Jaeggi (EPFL, IC, INFCOM, MLO)
Location
Category Conferences - Seminars

We will overview some recent advances in optimization algorithms used for the training of generalized linear models (regression, classification). While in machine learning, the main work-horse algorithm is stochastic gradient descent, its lesser known cousin, coordinate descent, also has a lot of interesting properties. After a brief introduction, we will discuss distributed algorithm variants as well as faster convergence by means of (constant or adaptive) importance sampling.

Practical information

  • Informed public
  • Free

Organizer

  • Prof. Daniel Kressner

Contact

  • Prof. Daniel Kressner

Tags

mathicse

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