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% Matlab code, demos and snippets for the course
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%   "Kernel methods"
%   Gustau Camps-Valls, gustau.camps@uv.es
%   http://isp.uv.es, http://www.valencia.edu/gcamps
%   
%   Master in Computer Vision
%   Barcelona
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% Fundamentals:
% 		Demo 1a: Computing a kernel matrix with training and test data 
% 		Demo 1b: Simple properties of kernel functions
% 		Demo 1c: Tuning the RBF kernel parameters with alignment
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% Supervised learning:
% 		Demo 2a: Kernel ridge regression
%		Demo 2b: Least squares SVM
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% Unsupervised learning:
% 		Demo 3: kernel PCA
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% Copyright & Disclaimer
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%
% The programs are granted free of charge for research and education purposes only. 
% Scientific results produced using the software provided shall acknowledge the use 
% of the implementations provided by us. If you plan to use it 
% for non-scientific purposes, don't hesitate to contact me: 
%
%    gustau.camps@uv.es          - http://www.uv.es/gcamps       
%
% Because the programs are licensed free of charge, there is no warranty for the program, 
% to the extent permitted by applicable law. Except when otherwise stated in writing 
% the copyright holders and/or other parties provide the program "as is" without warranty 
% of any kind, either expressed or implied, including, but not limited to, the 
% implied warranties of merchantability and fitness for a particular purpose. The entire risk as to the quality 
% and performance of the program is with you. should the program prove defective, you assume the cost of all 
% necessary servicing, repair or correction.
%
% In no event unless required by applicable law or agreed to in writing will any copyright holder, or any other 
% party who may modify and/or redistribute the program, be liable to you for damages, including any general, 
% special, incidental or consequential damages arising out of the use or inability to use the program 
% (including but not limited to loss of data or data being rendered inaccurate or losses sustained by you or 
% third parties or a failure of the program to operate with any other programs), even if such holder or other 
% party has been advised of the possibility of such damages. 
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