Logistic regression:  Test log prob = -0.262 

M=2, lambda1=0, lambda2=0, seed=1 
Best validation log prob at iteration 2999 : -0.23 
Test log prob = -0.244 

M=2, lambda1=0, lambda2=0, seed=2 
Best validation log prob at iteration 3000 : -0.231 
Test log prob = -0.252 

M=4, lambda1=0, lambda2=0, seed=1 
Best validation log prob at iteration 701 : -0.216 
Test log prob = -0.242 

M=4, lambda1=0, lambda2=0, seed=2 
Best validation log prob at iteration 710 : -0.212 
Test log prob = -0.222 

M=8, lambda1=0, lambda2=0, seed=1 
Best validation log prob at iteration 584 : -0.207 
Test log prob = -0.231 

M=8, lambda1=0, lambda2=0, seed=2 
Best validation log prob at iteration 679 : -0.203 
Test log prob = -0.228 

M=16, lambda1=0, lambda2=0, seed=1 
Best validation log prob at iteration 716 : -0.203 
Test log prob = -0.227 

M=16, lambda1=0, lambda2=0, seed=2 
Best validation log prob at iteration 731 : -0.195 
Test log prob = -0.214 

M=16, lambda1=1, lambda2=1, seed=1 
Best validation log prob at iteration 781 : -0.201 
Test log prob = -0.226 

M=16, lambda1=1, lambda2=1, seed=2 
Best validation log prob at iteration 775 : -0.195 
Test log prob = -0.213 

M=16, lambda1=3, lambda2=3, seed=1 
Best validation log prob at iteration 1031 : -0.197 
Test log prob = -0.224 

M=16, lambda1=3, lambda2=3, seed=2 
Best validation log prob at iteration 963 : -0.193 
Test log prob = -0.212 

M=16, lambda1=9, lambda2=9, seed=1 
Best validation log prob at iteration 3573 : -0.186 
Test log prob = -0.21 

M=16, lambda1=9, lambda2=9, seed=2 
Best validation log prob at iteration 2272 : -0.179 
Test log prob = -0.203 

M=16, lambda1=27, lambda2=27, seed=1 
Best validation log prob at iteration 6000 : -0.19 
Test log prob = -0.21 

M=16, lambda1=27, lambda2=27, seed=2 
Best validation log prob at iteration 6000 : -0.189 
Test log prob = -0.207 

M=8, lambda1=9, lambda2=9, seed=1 
Best validation log prob at iteration 1952 : -0.195 
Test log prob = -0.22 

M=8, lambda1=9, lambda2=9, seed=2 
Best validation log prob at iteration 3000 : -0.19 
Test log prob = -0.211 

M=16, lambda1=6, lambda2=12, seed=1 
Best validation log prob at iteration 2409 : -0.19 
Test log prob = -0.212 

M=16, lambda1=6, lambda2=12, seed=2 
Best validation log prob at iteration 2812 : -0.192 
Test log prob = -0.216 

M=16, lambda1=12, lambda2=6, seed=1 
Best validation log prob at iteration 4000 : -0.18 
Test log prob = -0.202 

M=16, lambda1=12, lambda2=6, seed=2 
Best validation log prob at iteration 4000 : -0.176 
Test log prob = -0.21 

M=16, lambda1=16, lambda2=4, seed=1 
Best validation log prob at iteration 3903 : -0.176 
Test log prob = -0.207 

M=16, lambda1=16, lambda2=4, seed=2 
Best validation log prob at iteration 1542 : -0.189 
Test log prob = -0.21