Teaching

• 2014/8/27: Introduction to the analysis of learning algorithms ― Does Bayesianism save you? (@Ph.D. Summer School at Technical University of Denmark) [Slides and MATLAB scripts]
• 2013/8/14: Introduction to the analysis of learning algorithms: ridge regression and lasso (@Ph.D. Summer School at Technical University of Denmark) [Handout] [Scribbles] [Matlab scripts]
• 2013/7/10: PCA, k-means, and pLSA (数理情報工学演習第二)
• 2012/10/5: Ridge Regression (数理情報工学演習第二)
• 2012/8/15: Convex Optimization: Old Tricks for New Problems (@PhD Summer Course at Technical University of Denmark) [exercise]
  • Interative demo to play with convex conjugate function pairs in MATLAB.
• 2012/1/26: Statistical Performance of Convex Tensor Decomposition at Informatics Seminar (Perspective in Informatics 4B), Kyoto University.
• 2011/8/26: Convex Optimization: Old Tricks for New Problems (@PhD Summer Course at Technical University of Denmark) [exercise]