How to design a single layer perceptron with MATLAB built-in functions/nets/Apps?
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Suppose I have 1000 images of 512 pixels each. I want to design a single layer perceptron and to track the accuracy of the validation/test and the train datasets, but I don't know where to start? Is there a MATLAB built-in function where I could do it? Or how do I write it in code?
% % Data Splitting
[setTrain, setTest] = partition(Images, [0.8, 0.2], 'randomized');
%% Defining the perceptron
n=1;
weights(:,n)=rand(1,1000);
eta=0.1;
epochs=50;
for i=1:epochs
for j=1:length(Images)
v=weights(:,n)'*x(:,j);
function out=hardlimit(v)
for i=1:numel(v)
if v(i)<0
out(i)=0;
else
out(i)=1;
end
end
error_train = 1 ;
error_test = 1;
error_perc_test=1;
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