x | activation | optimizer | MSE | RMSE | val_loss | R2 | Highlight |
---|---|---|---|---|---|---|---|
0 | relu | Adam | 2.941561 | 1.715098 | 4.030442 | 0.581116 | |
0 | relu | RMSprop | 0.634902 | 0.796807 | 1.038136 | 0.909589 | |
0 | relu | SGD | 0.080952 | 0.284520 | 0.180012 | 0.988472 | |
0 | leaky_relu | Adam | 9.653893 | 3.107072 | 51.150280 | -0.374732 | |
0 | leaky_relu | RMSprop | 0.191984 | 0.438160 | 2.393225 | 0.972661 | |
0 | leaky_relu | SGD | 0.269589 | 0.519219 | 0.414715 | 0.961610 | |
0 | elu | Adam | 1.185312 | 1.088720 | 4.588273 | 0.831209 | |
0 | elu | RMSprop | 11.128459 | 3.335934 | 11.236115 | -0.584713 | |
0 | elu | SGD | 9.571337 | 3.093758 | 21.364368 | -0.362976 | |
0 | selu | Adam | 38.939394 | 6.240144 | 61.184685 | -4.545040 | |
0 | selu | RMSprop | 0.131415 | 0.362513 | 0.098431 | 0.981286 | |
0 | selu | SGD | 0.841084 | 0.917106 | 2.645814 | 0.880228 | |
0 | softplus | Adam | 11.148706 | 3.338968 | 10.965772 | -0.587596 | |
0 | softplus | RMSprop | 29.341373 | 5.416768 | 40.158642 | -3.178265 | |
0 | softplus | SGD | 1.928846 | 1.388829 | 1.742801 | 0.725329 | |
0 | swish | Adam | 3.353264 | 1.831192 | 6.143712 | 0.522489 | |
0 | swish | RMSprop | 0.227470 | 0.476938 | 1.179384 | 0.967608 | |
0 | swish | SGD | 0.062895 | 0.250789 | 0.157816 | 0.991044 | * |
0 | gelu | Adam | 0.711756 | 0.843657 | 4.445028 | 0.898645 | |
0 | gelu | RMSprop | 0.095453 | 0.308955 | 34.716251 | 0.986407 | |
0 | gelu | SGD | 0.121858 | 0.349082 | 0.238294 | 0.982647 | |
0.2 | relu | Adam | 4.483307 | 2.117382 | 14.549399 | 0.465375 | |
0.2 | relu | RMSprop | 2.787375 | 1.669543 | 6.293042 | 0.667611 | |
0.2 | relu | SGD | 11.588829 | 3.404237 | 27.523811 | -0.381943 | |
0.2 | leaky_relu | Adam | 0.123343 | 0.351202 | 0.418553 | 0.985292 | |
0.2 | leaky_relu | RMSprop | 23.811609 | 4.879714 | 73.472534 | -1.839484 | |
0.2 | leaky_relu | SGD | 0.066103 | 0.257105 | 0.096906 | 0.992117 | * |
0.2 | elu | Adam | 11.988601 | 3.462456 | 67.795715 | -0.429615 | |
0.2 | elu | RMSprop | 0.135745 | 0.368435 | 0.408682 | 0.983813 | |
0.2 | elu | SGD | 24.505898 | 4.950343 | 54.630478 | -1.922276 | |
0.2 | selu | Adam | 16.431276 | 4.053551 | 32.066719 | -0.959395 | |
0.2 | selu | RMSprop | 12.516055 | 3.537804 | 42.049217 | -0.492513 | |
0.2 | selu | SGD | 0.252323 | 0.502318 | 0.209291 | 0.969911 | |
0.2 | softplus | Adam | 0.955154 | 0.977320 | 1.635853 | 0.886100 | |
0.2 | softplus | RMSprop | 0.255373 | 0.505344 | 2.205143 | 0.969547 | |
0.2 | softplus | SGD | 0.161868 | 0.402328 | 0.210299 | 0.980698 | |
0.2 | swish | Adam | 3.942889 | 1.985671 | 4.190536 | 0.529819 | |
0.2 | swish | RMSprop | 0.299813 | 0.547552 | 3.699860 | 0.964248 | |
0.2 | swish | SGD | 0.248039 | 0.498035 | 0.213612 | 0.970422 | |
0.2 | gelu | Adam | 2.555199 | 1.598499 | 7.541290 | 0.695298 | |
0.2 | gelu | RMSprop | 14.103295 | 3.755435 | 24.844946 | -0.681788 | |
0.2 | gelu | SGD | 15.886053 | 3.985731 | 22.035709 | -0.894378 | |
0.4 | relu | Adam | 0.405347 | 0.636669 | 5.098900 | 0.953550 | |
0.4 | relu | RMSprop | 1.442167 | 1.200903 | 4.892791 | 0.834738 | |
0.4 | relu | SGD | 0.248798 | 0.498797 | 0.493081 | 0.971489 | |
0.4 | leaky_relu | Adam | 0.078747 | 0.280619 | 7.516514 | 0.990976 | |
0.4 | leaky_relu | RMSprop | 60.126319 | 7.754116 | 98.797279 | -5.890053 | |
0.4 | leaky_relu | SGD | 0.118136 | 0.343709 | 0.111626 | 0.986462 | |
0.4 | elu | Adam | 1.126509 | 1.061371 | 2.074754 | 0.870910 | |
0.4 | elu | RMSprop | 0.982406 | 0.991164 | 1.097237 | 0.887423 | |
0.4 | elu | SGD | 0.060700 | 0.246374 | 0.101666 | 0.993044 | |
0.4 | selu | Adam | 3.231121 | 1.797532 | 4.136784 | 0.629736 | |
0.4 | selu | RMSprop | 0.453109 | 0.673134 | 4.990457 | 0.948077 | |
0.4 | selu | SGD | 17.311469 | 4.160705 | 38.983685 | -0.983773 | |
0.4 | softplus | Adam | 21.672568 | 4.655381 | 21.704121 | -1.483524 | |
0.4 | softplus | RMSprop | 13.649763 | 3.694559 | 22.419928 | -0.564167 | |
0.4 | softplus | SGD | 0.031026 | 0.176143 | 0.054062 | 0.996445 | * |
0.4 | swish | Adam | 1.237449 | 1.112407 | 4.782214 | 0.858197 | |
0.4 | swish | RMSprop | 0.889895 | 0.943343 | 13.806309 | 0.898024 | |
0.4 | swish | SGD | 0.386844 | 0.621968 | 0.417619 | 0.955670 | |
0.4 | gelu | Adam | 3.758747 | 1.938749 | 4.320956 | 0.569274 | |
0.4 | gelu | RMSprop | 0.334768 | 0.578592 | 5.871532 | 0.961638 | |
0.4 | gelu | SGD | 14.868752 | 3.856002 | 41.871014 | -0.703854 | |
0.6 | relu | Adam | 4.015496 | 2.003870 | 13.565842 | 0.545697 | |
0.6 | relu | RMSprop | 13.716484 | 3.703577 | 15.403251 | -0.551849 | |
0.6 | relu | SGD | 18.771038 | 4.332556 | 28.804779 | -1.123708 | |
0.6 | leaky_relu | Adam | 1.416146 | 1.190019 | 2.260454 | 0.839781 | |
0.6 | leaky_relu | RMSprop | 1.213468 | 1.101575 | 1.110698 | 0.862711 | |
0.6 | leaky_relu | SGD | 25.929922 | 5.092143 | 50.046436 | -1.933647 | |
0.6 | elu | Adam | 11.790206 | 3.433687 | 31.138079 | -0.333914 | |
0.6 | elu | RMSprop | 14.412787 | 3.796418 | 35.165501 | -0.630627 | |
0.6 | elu | SGD | 0.118908 | 0.344830 | 0.109702 | 0.986547 | |
0.6 | selu | Adam | 0.342343 | 0.585101 | 0.434944 | 0.961268 | |
0.6 | selu | RMSprop | 11.089339 | 3.330066 | 26.135836 | -0.254620 | |
0.6 | selu | SGD | 0.237887 | 0.487737 | 0.310338 | 0.973086 | |
0.6 | softplus | Adam | 12.414237 | 3.523384 | 24.742109 | -0.404516 | |
0.6 | softplus | RMSprop | 6.268464 | 2.503690 | 12.474135 | 0.290802 | |
0.6 | softplus | SGD | 1.471970 | 1.213248 | 11.997046 | 0.833465 | |
0.6 | swish | Adam | 3.577624 | 1.891461 | 7.916812 | 0.595237 | |
0.6 | swish | RMSprop | 0.297465 | 0.545403 | 13.147706 | 0.966346 | |
0.6 | swish | SGD | 0.029462 | 0.171646 | 0.623092 | 0.996667 | * |
0.6 | gelu | Adam | 12.757735 | 3.571797 | 21.003859 | -0.443378 | |
0.6 | gelu | RMSprop | 0.981118 | 0.990514 | 0.909203 | 0.888999 | |
0.6 | gelu | SGD | 0.179036 | 0.423127 | 4.192867 | 0.979744 | |
0.8 | relu | Adam | 0.736898 | 0.858428 | 1.600719 | 0.911338 | |
0.8 | relu | RMSprop | 11.385633 | 3.374260 | 18.596876 | -0.369888 | |
0.8 | relu | SGD | 23.836176 | 4.882231 | 43.788570 | -1.867903 | |
0.8 | leaky_relu | Adam | 1.344688 | 1.159607 | 5.449129 | 0.838211 | |
0.8 | leaky_relu | RMSprop | 11.320970 | 3.364665 | 23.092503 | -0.362108 | |
0.8 | leaky_relu | SGD | 2.660031 | 1.630960 | 4.226484 | 0.679952 | |
0.8 | elu | Adam | 3.634675 | 1.906482 | 3.700720 | 0.562686 | |
0.8 | elu | RMSprop | 10.848038 | 3.293636 | 20.571234 | -0.305206 | |
0.8 | elu | SGD | 12.575133 | 3.546143 | 46.498047 | -0.513005 | |
0.8 | selu | Adam | 1.350226 | 1.161992 | 5.250858 | 0.837545 | |
0.8 | selu | RMSprop | 0.020965 | 0.144794 | 4.970879 | 0.997478 | * |
0.8 | selu | SGD | 10.931329 | 3.306256 | 47.340824 | -0.315227 | |
0.8 | softplus | Adam | 0.734478 | 0.857017 | 15.800395 | 0.911630 | |
0.8 | softplus | RMSprop | 0.113330 | 0.336645 | 0.127012 | 0.986364 | |
0.8 | softplus | SGD | 0.234975 | 0.484742 | 0.410787 | 0.971728 | |
0.8 | swish | Adam | 0.566709 | 0.752801 | 0.433708 | 0.931815 | |
0.8 | swish | RMSprop | 1.176721 | 1.084768 | 5.775884 | 0.858420 | |
0.8 | swish | SGD | 0.283973 | 0.532891 | 0.613315 | 0.965833 | |
0.8 | gelu | Adam | 11.325455 | 3.365331 | 12.386563 | -0.362647 | |
0.8 | gelu | RMSprop | 0.084660 | 0.290963 | 3.927773 | 0.989814 | |
0.8 | gelu | SGD | 11.780745 | 3.432309 | 11.280348 | -0.417427 | |
1 | relu | Adam | 7.934267 | 2.816783 | 13.178362 | -0.655283 | |
1 | relu | RMSprop | 1.514264 | 1.230554 | 3.594475 | 0.684087 | |
1 | relu | SGD | 6.308161 | 2.511605 | 5.184566 | -0.316038 | |
1 | leaky_relu | Adam | 9.047252 | 3.007865 | 30.694149 | -0.887479 | |
1 | leaky_relu | RMSprop | 0.391455 | 0.625664 | 2.103178 | 0.918333 | * |
1 | leaky_relu | SGD | 6.434968 | 2.536724 | 5.373157 | -0.342493 | |
1 | elu | Adam | 64.460070 | 8.028703 | 52.619736 | -12.447956 | |
1 | elu | RMSprop | 11.074904 | 3.327898 | 25.884327 | -1.310497 | |
1 | elu | SGD | 8.229956 | 2.868790 | 43.951324 | -0.716971 | |
1 | selu | Adam | 12.307677 | 3.508230 | 36.669731 | -1.567684 | |
1 | selu | RMSprop | 9.810054 | 3.132101 | 11.539373 | -1.046619 | |
1 | selu | SGD | 6.462926 | 2.542229 | 5.577786 | -0.348325 | |
1 | softplus | Adam | 62.475161 | 7.904123 | 120.371216 | -12.033855 | |
1 | softplus | RMSprop | 4.678408 | 2.162963 | 5.922301 | 0.023969 | |
1 | softplus | SGD | 6.262274 | 2.502454 | 5.090129 | -0.306464 | |
1 | swish | Adam | 0.900755 | 0.949081 | 2.561973 | 0.812080 | |
1 | swish | RMSprop | 3.813006 | 1.952692 | 61.318714 | 0.204513 | |
1 | swish | SGD | 6.001294 | 2.449754 | 4.869391 | -0.252018 | |
1 | gelu | Adam | 0.488899 | 0.699213 | 1.320399 | 0.898004 | |
1 | gelu | RMSprop | 0.552475 | 0.743287 | 1.396265 | 0.884740 | |
1 | gelu | SGD | 6.506235 | 2.550732 | 5.313887 | -0.357361 |