/BTP

Files used in my B.Tech Project

Primary LanguageJupyter Notebook

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