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grid search parametets

Open charlesmartin14 opened this issue 7 years ago • 2 comments

It is unclear what makes a good initial starting point for the SVM

We can grid search the parameters to find out

try testing different values of sigma, learning_rate, momentum, decay, N-iter, etc

see, for example, the variations in: EMF_RBM_Ominglot-20.ipynb EMF_RBM_Ominglot-200fast.ipynb EMF_RBM_Ominglot-20faster.ipynb

rbm = emf_rbm.EMF_RBM(verbose=True, monitor=True, learning_rate=0.1, n_iter=20,momentum=0.25, sigma=0.01, decay=0.1)

charlesmartin14 avatar Mar 06 '17 23:03 charlesmartin14

See how the parameters affect the convergence of the free energy screen shot 2017-03-06 at 3 08 51 pm

charlesmartin14 avatar Mar 06 '17 23:03 charlesmartin14

Set up the grid search in # 915fedf9dd. I need to run it now.

basaks avatar Mar 11 '17 09:03 basaks