1, Machine Learning Reading Group: Fall 2011 @ Purdue

JMLR

ICML-2011

UAI

 

2, Machine Learning Reading Group, Fall 2011

University of Maryland, College Park

22 Sep BV Chapters 1 and 4 (skimmed) and Optimization and ML (Sec 1, 2, 7, App) Anshul Sawant
29 Sep SW 1-25, Barzilai and Borwein, 1988, Nesterov 2009
06 Oct SW 20-45, Nemirovski et al., 2009, Bertsekas 2009
13 Oct Stochastic Meta Descent
20 Oct Adaptive Subgradient Methods for Online Learning and Stochastic Optimization
27 Oct Online convex programming and generalized infinitesimal gradient ascent
03 Nov SVM Optimization: Inverse Dependence on Training Set Size
10 Nov Ergodic Subgradient Descent
17 Nov Incremental Proximal Methods (optional: Dictionary Learning)
01 Dec Trace-Norm Regularization
08 Dec The Concave-Convex Procedure
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