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September 24, 2017 19:29
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| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 20 Hidden Layer Size 2: 20 No of Epochs: 15 Train Accuracy = 0.298333333333 Test Accuracy = 0.300666666667 Validation Accuracy = 0.284 Average Train Loss = 2.06166397036 Average Validation Loss = 2.05163102739 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 20 Hidden Layer Size 2: 20 No of Epochs: 15 Train Accuracy = 0.267333333333 Test Accuracy = 0.255 Validation Accuracy = 0.245 Average Train Loss = 2.19850297291 Average Validation Loss = 2.17210503182 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.318333333333 Test Accuracy = 0.312333333333 Validation Accuracy = 0.3 Average Train Loss = 2.13669646934 Average Validation Loss = 2.1145756373 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.308333333333 Test Accuracy = 0.310333333333 Validation Accuracy = 0.3 Average Train Loss = 2.11892128899 Average Validation Loss = 2.09637070083 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.361666666667 Test Accuracy = 0.359 Validation Accuracy = 0.349 Average Train Loss = 2.00584529295 Average Validation Loss = 1.9905329456 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.947 Test Accuracy = 0.858333333333 Validation Accuracy = 0.87 Average Train Loss = 1.20816769385 Average Validation Loss = 1.25157178087 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.994666666667 Test Accuracy = 0.886333333333 Validation Accuracy = 0.888 Average Train Loss = 0.644900818854 Average Validation Loss = 0.804927479477 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.896 Validation Accuracy = 0.911 Average Train Loss = 0.337407524829 Average Validation Loss = 0.556408397263 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.904333333333 Validation Accuracy = 0.923 Average Train Loss = 0.262998591131 Average Validation Loss = 0.483608968087 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.903333333333 Validation Accuracy = 0.909 Average Train Loss = 0.224218363611 Average Validation Loss = 0.462409350882 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.351 Test Accuracy = 0.347666666667 Validation Accuracy = 0.356 Average Train Loss = 2.06637837817 Average Validation Loss = 2.04487279025 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.467 Test Accuracy = 0.449333333333 Validation Accuracy = 0.449 Average Train Loss = 1.94808868385 Average Validation Loss = 1.92956402802 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.962333333333 Test Accuracy = 0.863666666667 Validation Accuracy = 0.884 Average Train Loss = 1.10280683067 Average Validation Loss = 1.15312859623 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.995666666667 Test Accuracy = 0.883333333333 Validation Accuracy = 0.903 Average Train Loss = 0.591043884254 Average Validation Loss = 0.7499954363 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.897666666667 Validation Accuracy = 0.91 Average Train Loss = 0.299580543399 Average Validation Loss = 0.53241562937 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.901333333333 Validation Accuracy = 0.916 Average Train Loss = 0.2328545108 Average Validation Loss = 0.458442410174 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.898333333333 Validation Accuracy = 0.912 Average Train Loss = 0.204490836389 Average Validation Loss = 0.454455754544 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.428666666667 Test Accuracy = 0.419 Validation Accuracy = 0.399 Average Train Loss = 1.97679149324 Average Validation Loss = 1.95219962795 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.637666666667 Test Accuracy = 0.611666666667 Validation Accuracy = 0.605 Average Train Loss = 1.78718135225 Average Validation Loss = 1.77214514042 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.969 Test Accuracy = 0.864666666667 Validation Accuracy = 0.876 Average Train Loss = 0.945570906036 Average Validation Loss = 1.03442673308 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.996 Test Accuracy = 0.889 Validation Accuracy = 0.898 Average Train Loss = 0.500449087989 Average Validation Loss = 0.694527058399 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996333333333 Test Accuracy = 0.900666666667 Validation Accuracy = 0.907 Average Train Loss = 0.260270529105 Average Validation Loss = 0.497584600515 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.898 Validation Accuracy = 0.908 Average Train Loss = 0.207547196296 Average Validation Loss = 0.464556898746 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.894333333333 Validation Accuracy = 0.911 Average Train Loss = 0.173306152084 Average Validation Loss = 0.441183631123 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.305333333333 Test Accuracy = 0.300333333333 Validation Accuracy = 0.278 Average Train Loss = 2.1194575525 Average Validation Loss = 2.09758507213 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.332333333333 Test Accuracy = 0.312666666667 Validation Accuracy = 0.32 Average Train Loss = 2.0091253134 Average Validation Loss = 1.99657281832 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.949666666667 Test Accuracy = 0.864 Validation Accuracy = 0.87 Average Train Loss = 1.20396115489 Average Validation Loss = 1.24495277155 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.996 Test Accuracy = 0.899 Validation Accuracy = 0.904 Average Train Loss = 0.661573668705 Average Validation Loss = 0.819090017145 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.905666666667 Validation Accuracy = 0.909 Average Train Loss = 0.328425547382 Average Validation Loss = 0.545210809824 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.904 Validation Accuracy = 0.914 Average Train Loss = 0.266490222727 Average Validation Loss = 0.488187731615 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.908666666667 Validation Accuracy = 0.916 Average Train Loss = 0.219343708694 Average Validation Loss = 0.44163823434 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.324666666667 Test Accuracy = 0.323666666667 Validation Accuracy = 0.319 Average Train Loss = 2.06759546633 Average Validation Loss = 2.04580436997 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.403 Test Accuracy = 0.396333333333 Validation Accuracy = 0.402 Average Train Loss = 1.96084959741 Average Validation Loss = 1.9434624649 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.951666666667 Test Accuracy = 0.870333333333 Validation Accuracy = 0.879 Average Train Loss = 1.15611339758 Average Validation Loss = 1.19673330515 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.995333333333 Test Accuracy = 0.891333333333 Validation Accuracy = 0.902 Average Train Loss = 0.618328509575 Average Validation Loss = 0.769453338265 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.9 Validation Accuracy = 0.913 Average Train Loss = 0.315624386841 Average Validation Loss = 0.52686022042 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.905 Validation Accuracy = 0.917 Average Train Loss = 0.256923902396 Average Validation Loss = 0.476031902342 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.908333333333 Validation Accuracy = 0.917 Average Train Loss = 0.215748220232 Average Validation Loss = 0.443087655645 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.363333333333 Test Accuracy = 0.358333333333 Validation Accuracy = 0.364 Average Train Loss = 2.01958279924 Average Validation Loss = 1.99375297699 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.494333333333 Test Accuracy = 0.485333333333 Validation Accuracy = 0.472 Average Train Loss = 1.87748790619 Average Validation Loss = 1.85828818003 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.96 Test Accuracy = 0.869333333333 Validation Accuracy = 0.879 Average Train Loss = 1.02947823015 Average Validation Loss = 1.08687607905 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.996 Test Accuracy = 0.890333333333 Validation Accuracy = 0.896 Average Train Loss = 0.552606686997 Average Validation Loss = 0.718909933692 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.899 Validation Accuracy = 0.907 Average Train Loss = 0.295347033351 Average Validation Loss = 0.514147912836 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.905666666667 Validation Accuracy = 0.914 Average Train Loss = 0.231717254157 Average Validation Loss = 0.460492752863 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.907333333333 Validation Accuracy = 0.917 Average Train Loss = 0.198990148567 Average Validation Loss = 0.431091980536 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.302666666667 Test Accuracy = 0.297333333333 Validation Accuracy = 0.282 Average Train Loss = 2.18444746278 Average Validation Loss = 2.16044973356 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.406666666667 Test Accuracy = 0.400666666667 Validation Accuracy = 0.393 Average Train Loss = 2.06829259204 Average Validation Loss = 2.04868674895 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.957333333333 Test Accuracy = 0.87 Validation Accuracy = 0.873 Average Train Loss = 1.1384145829 Average Validation Loss = 1.19438769428 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.995333333333 Test Accuracy = 0.890333333333 Validation Accuracy = 0.909 Average Train Loss = 0.605667479463 Average Validation Loss = 0.770884887936 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.898666666667 Validation Accuracy = 0.906 Average Train Loss = 0.317673015545 Average Validation Loss = 0.550014612836 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.903333333333 Validation Accuracy = 0.912 Average Train Loss = 0.25866039612 Average Validation Loss = 0.500583101326 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996 Test Accuracy = 0.906 Validation Accuracy = 0.919 Average Train Loss = 0.216118482282 Average Validation Loss = 0.453712251029 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.312333333333 Test Accuracy = 0.309 Validation Accuracy = 0.29 Average Train Loss = 2.09895626671 Average Validation Loss = 2.0769851889 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.395333333333 Test Accuracy = 0.393 Validation Accuracy = 0.385 Average Train Loss = 1.99602557098 Average Validation Loss = 1.97877967453 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.948333333333 Test Accuracy = 0.865 Validation Accuracy = 0.87 Average Train Loss = 1.16298867583 Average Validation Loss = 1.20728763259 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.995 Test Accuracy = 0.895333333333 Validation Accuracy = 0.903 Average Train Loss = 0.622196066715 Average Validation Loss = 0.768201376565 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.898666666667 Validation Accuracy = 0.915 Average Train Loss = 0.31840401258 Average Validation Loss = 0.528475059184 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.902333333333 Validation Accuracy = 0.918 Average Train Loss = 0.258801588078 Average Validation Loss = 0.479134220421 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.905333333333 Validation Accuracy = 0.917 Average Train Loss = 0.219683540895 Average Validation Loss = 0.449701592721 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.339 Test Accuracy = 0.330666666667 Validation Accuracy = 0.315 Average Train Loss = 2.03909031843 Average Validation Loss = 2.01608109244 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.406 Test Accuracy = 0.390666666667 Validation Accuracy = 0.403 Average Train Loss = 1.93468292451 Average Validation Loss = 1.91729873569 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.946666666667 Test Accuracy = 0.866333333333 Validation Accuracy = 0.867 Average Train Loss = 1.14381630026 Average Validation Loss = 1.18432959305 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.994666666667 Test Accuracy = 0.892333333333 Validation Accuracy = 0.896 Average Train Loss = 0.61430807508 Average Validation Loss = 0.775481233118 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.896333333333 Validation Accuracy = 0.909 Average Train Loss = 0.313905285401 Average Validation Loss = 0.545914164908 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.901666666667 Validation Accuracy = 0.911 Average Train Loss = 0.256800114783 Average Validation Loss = 0.497472528629 | |
| Learning Rate: 0.01 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.900666666667 Validation Accuracy = 0.908 Average Train Loss = 0.209033781883 Average Validation Loss = 0.456773086973 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.293333333333 Test Accuracy = 0.295333333333 Validation Accuracy = 0.278 Average Train Loss = 2.16648693337 Average Validation Loss = 2.14353649185 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.343 Test Accuracy = 0.345333333333 Validation Accuracy = 0.363 Average Train Loss = 2.0578400949 Average Validation Loss = 2.04038971563 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.929 Test Accuracy = 0.836 Validation Accuracy = 0.876 Average Train Loss = 1.33713506226 Average Validation Loss = 1.36543862057 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.995333333333 Test Accuracy = 0.89 Validation Accuracy = 0.897 Average Train Loss = 0.705607201466 Average Validation Loss = 0.849492766334 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.898333333333 Validation Accuracy = 0.917 Average Train Loss = 0.355904084176 Average Validation Loss = 0.572968030477 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.898 Validation Accuracy = 0.917 Average Train Loss = 0.291035691493 Average Validation Loss = 0.515623153314 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.904666666667 Validation Accuracy = 0.916 Average Train Loss = 0.243088813703 Average Validation Loss = 0.467764777314 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.326333333333 Test Accuracy = 0.328666666667 Validation Accuracy = 0.313 Average Train Loss = 2.10838876863 Average Validation Loss = 2.0870600628 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.416 Test Accuracy = 0.403333333333 Validation Accuracy = 0.409 Average Train Loss = 1.99868746387 Average Validation Loss = 1.98106198049 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.948666666667 Test Accuracy = 0.856333333333 Validation Accuracy = 0.878 Average Train Loss = 1.15735625768 Average Validation Loss = 1.20541816088 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.994333333333 Test Accuracy = 0.879666666667 Validation Accuracy = 0.91 Average Train Loss = 0.632680182443 Average Validation Loss = 0.785191146246 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.893666666667 Validation Accuracy = 0.9 Average Train Loss = 0.317616338661 Average Validation Loss = 0.551027963056 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.9 Validation Accuracy = 0.918 Average Train Loss = 0.259410560044 Average Validation Loss = 0.487143239768 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.897 Validation Accuracy = 0.911 Average Train Loss = 0.2186767482 Average Validation Loss = 0.466635826042 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.386666666667 Test Accuracy = 0.387333333333 Validation Accuracy = 0.378 Average Train Loss = 2.02812432924 Average Validation Loss = 2.00466625795 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.545 Test Accuracy = 0.538333333333 Validation Accuracy = 0.518 Average Train Loss = 1.84620824197 Average Validation Loss = 1.83422421714 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.963 Test Accuracy = 0.863 Validation Accuracy = 0.884 Average Train Loss = 1.01636864494 Average Validation Loss = 1.09109505727 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.995333333333 Test Accuracy = 0.893666666667 Validation Accuracy = 0.901 Average Train Loss = 0.546384620102 Average Validation Loss = 0.724686293282 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996333333333 Test Accuracy = 0.894 Validation Accuracy = 0.904 Average Train Loss = 0.281334579736 Average Validation Loss = 0.530683123943 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.897333333333 Validation Accuracy = 0.901 Average Train Loss = 0.226634698121 Average Validation Loss = 0.491907440103 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.896333333333 Validation Accuracy = 0.912 Average Train Loss = 0.189747436878 Average Validation Loss = 0.439388076353 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.299666666667 Test Accuracy = 0.300666666667 Validation Accuracy = 0.28 Average Train Loss = 2.18130752635 Average Validation Loss = 2.15785895275 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.332666666667 Test Accuracy = 0.333333333333 Validation Accuracy = 0.325 Average Train Loss = 2.06695598742 Average Validation Loss = 2.05030118639 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.94 Test Accuracy = 0.857666666667 Validation Accuracy = 0.87 Average Train Loss = 1.29537545849 Average Validation Loss = 1.32410505341 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.995333333333 Test Accuracy = 0.894 Validation Accuracy = 0.896 Average Train Loss = 0.702965395565 Average Validation Loss = 0.839997198884 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.900666666667 Validation Accuracy = 0.909 Average Train Loss = 0.371045544588 Average Validation Loss = 0.577077136051 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.904666666667 Validation Accuracy = 0.914 Average Train Loss = 0.292426878137 Average Validation Loss = 0.512918827321 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996333333333 Test Accuracy = 0.901 Validation Accuracy = 0.918 Average Train Loss = 0.241300630733 Average Validation Loss = 0.467860871235 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.316 Test Accuracy = 0.308 Validation Accuracy = 0.285 Average Train Loss = 2.11330074557 Average Validation Loss = 2.09182487879 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.359333333333 Test Accuracy = 0.355 Validation Accuracy = 0.369 Average Train Loss = 2.00584870381 Average Validation Loss = 1.98985894624 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.934666666667 Test Accuracy = 0.851333333333 Validation Accuracy = 0.874 Average Train Loss = 1.27880955098 Average Validation Loss = 1.30891357803 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.995 Test Accuracy = 0.892333333333 Validation Accuracy = 0.901 Average Train Loss = 0.676253002791 Average Validation Loss = 0.812152405294 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.9 Validation Accuracy = 0.911 Average Train Loss = 0.350755589475 Average Validation Loss = 0.553885124854 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.906666666667 Validation Accuracy = 0.913 Average Train Loss = 0.283018749168 Average Validation Loss = 0.500380838793 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.904 Validation Accuracy = 0.913 Average Train Loss = 0.229527799662 Average Validation Loss = 0.45161494538 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.349 Test Accuracy = 0.348 Validation Accuracy = 0.342 Average Train Loss = 2.03267024468 Average Validation Loss = 2.0094872792 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.453333333333 Test Accuracy = 0.439333333333 Validation Accuracy = 0.424 Average Train Loss = 1.93791359306 Average Validation Loss = 1.91818334487 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.947666666667 Test Accuracy = 0.85 Validation Accuracy = 0.874 Average Train Loss = 1.14387803638 Average Validation Loss = 1.18071741902 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.994666666667 Test Accuracy = 0.892 Validation Accuracy = 0.898 Average Train Loss = 0.610731129199 Average Validation Loss = 0.765567727905 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.898333333333 Validation Accuracy = 0.911 Average Train Loss = 0.315000994427 Average Validation Loss = 0.526702449976 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.901666666667 Validation Accuracy = 0.914 Average Train Loss = 0.249261873613 Average Validation Loss = 0.47875011492 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.899666666667 Validation Accuracy = 0.914 Average Train Loss = 0.209764056749 Average Validation Loss = 0.438267792634 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.287333333333 Test Accuracy = 0.289 Validation Accuracy = 0.267 Average Train Loss = 2.21246133798 Average Validation Loss = 2.18842218745 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.377666666667 Test Accuracy = 0.371333333333 Validation Accuracy = 0.373 Average Train Loss = 2.09196773856 Average Validation Loss = 2.07301205772 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.940333333333 Test Accuracy = 0.857 Validation Accuracy = 0.866 Average Train Loss = 1.26406210421 Average Validation Loss = 1.30588655168 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.995333333333 Test Accuracy = 0.893 Validation Accuracy = 0.901 Average Train Loss = 0.662630901228 Average Validation Loss = 0.818172436535 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.894666666667 Validation Accuracy = 0.911 Average Train Loss = 0.345085358466 Average Validation Loss = 0.564842122097 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.905666666667 Validation Accuracy = 0.912 Average Train Loss = 0.285594050445 Average Validation Loss = 0.518407655362 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.905 Validation Accuracy = 0.911 Average Train Loss = 0.234677892084 Average Validation Loss = 0.470972767879 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.299 Test Accuracy = 0.293666666667 Validation Accuracy = 0.28 Average Train Loss = 2.14696604326 Average Validation Loss = 2.12413847329 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.345666666667 Test Accuracy = 0.345 Validation Accuracy = 0.335 Average Train Loss = 2.03906213292 Average Validation Loss = 2.02301613492 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.931 Test Accuracy = 0.85 Validation Accuracy = 0.866 Average Train Loss = 1.28315427257 Average Validation Loss = 1.31033997997 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.995666666667 Test Accuracy = 0.889666666667 Validation Accuracy = 0.892 Average Train Loss = 0.680275490486 Average Validation Loss = 0.823750785123 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.899 Validation Accuracy = 0.918 Average Train Loss = 0.35245252003 Average Validation Loss = 0.559532738313 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.902666666667 Validation Accuracy = 0.913 Average Train Loss = 0.279953773916 Average Validation Loss = 0.501995545624 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.900333333333 Validation Accuracy = 0.917 Average Train Loss = 0.233611754467 Average Validation Loss = 0.453231677163 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.333666666667 Test Accuracy = 0.321666666667 Validation Accuracy = 0.299 Average Train Loss = 2.07364409529 Average Validation Loss = 2.05021818414 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.365333333333 Test Accuracy = 0.365 Validation Accuracy = 0.365 Average Train Loss = 1.97760535974 Average Validation Loss = 1.96048775172 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.936333333333 Test Accuracy = 0.855333333333 Validation Accuracy = 0.866 Average Train Loss = 1.22519171199 Average Validation Loss = 1.25412613333 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.994 Test Accuracy = 0.892666666667 Validation Accuracy = 0.894 Average Train Loss = 0.645074397404 Average Validation Loss = 0.796918990238 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.895333333333 Validation Accuracy = 0.905 Average Train Loss = 0.335574934362 Average Validation Loss = 0.560976914334 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.898333333333 Validation Accuracy = 0.906 Average Train Loss = 0.274139619653 Average Validation Loss = 0.519080762922 | |
| Learning Rate: 0.01 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996333333333 Test Accuracy = 0.901 Validation Accuracy = 0.911 Average Train Loss = 0.23296261613 Average Validation Loss = 0.484397129191 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.237 Test Accuracy = 0.239333333333 Validation Accuracy = 0.24 Average Train Loss = 2.29406284329 Average Validation Loss = 2.27853541663 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.278 Test Accuracy = 0.279666666667 Validation Accuracy = 0.264 Average Train Loss = 2.20295289206 Average Validation Loss = 2.18486373932 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.799666666667 Test Accuracy = 0.746666666667 Validation Accuracy = 0.756 Average Train Loss = 1.63612107792 Average Validation Loss = 1.64215353521 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.984666666667 Test Accuracy = 0.870666666667 Validation Accuracy = 0.894 Average Train Loss = 0.972398330491 Average Validation Loss = 1.06288709369 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.891 Validation Accuracy = 0.91 Average Train Loss = 0.511504757717 Average Validation Loss = 0.700800017263 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.897333333333 Validation Accuracy = 0.914 Average Train Loss = 0.400849932898 Average Validation Loss = 0.598881520476 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.895333333333 Validation Accuracy = 0.919 Average Train Loss = 0.338851290987 Average Validation Loss = 0.559726637949 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.292 Test Accuracy = 0.286 Validation Accuracy = 0.277 Average Train Loss = 2.24863239161 Average Validation Loss = 2.23282038903 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.322 Test Accuracy = 0.316 Validation Accuracy = 0.297 Average Train Loss = 2.1405326342 Average Validation Loss = 2.12671653747 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.907333333333 Test Accuracy = 0.825666666667 Validation Accuracy = 0.848 Average Train Loss = 1.42210840901 Average Validation Loss = 1.44539469109 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.990666666667 Test Accuracy = 0.882333333333 Validation Accuracy = 0.896 Average Train Loss = 0.794117412707 Average Validation Loss = 0.91388961868 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.891666666667 Validation Accuracy = 0.906 Average Train Loss = 0.419836909799 Average Validation Loss = 0.628508763175 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.894333333333 Validation Accuracy = 0.905 Average Train Loss = 0.336649786013 Average Validation Loss = 0.556863876996 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996333333333 Test Accuracy = 0.896333333333 Validation Accuracy = 0.908 Average Train Loss = 0.280370498541 Average Validation Loss = 0.515285928069 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.319333333333 Test Accuracy = 0.323333333333 Validation Accuracy = 0.316 Average Train Loss = 2.15630775315 Average Validation Loss = 2.14038280111 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.391 Test Accuracy = 0.378666666667 Validation Accuracy = 0.39 Average Train Loss = 1.99671876741 Average Validation Loss = 1.98592209425 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.92 Test Accuracy = 0.834 Validation Accuracy = 0.853 Average Train Loss = 1.26718752502 Average Validation Loss = 1.31114875334 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.991666666667 Test Accuracy = 0.883 Validation Accuracy = 0.895 Average Train Loss = 0.708027279782 Average Validation Loss = 0.855279619948 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.89 Validation Accuracy = 0.898 Average Train Loss = 0.369934196506 Average Validation Loss = 0.595894340167 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.893333333333 Validation Accuracy = 0.905 Average Train Loss = 0.295560413025 Average Validation Loss = 0.546568893708 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.892666666667 Validation Accuracy = 0.896 Average Train Loss = 0.250512831237 Average Validation Loss = 0.518977711009 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.242666666667 Test Accuracy = 0.240333333333 Validation Accuracy = 0.235 Average Train Loss = 2.28509058268 Average Validation Loss = 2.26711116189 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.277666666667 Test Accuracy = 0.279333333333 Validation Accuracy = 0.248 Average Train Loss = 2.19196024423 Average Validation Loss = 2.17319162751 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.766 Test Accuracy = 0.703333333333 Validation Accuracy = 0.727 Average Train Loss = 1.71445272112 Average Validation Loss = 1.71574563242 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.984666666667 Test Accuracy = 0.881333333333 Validation Accuracy = 0.888 Average Train Loss = 0.936024417047 Average Validation Loss = 1.03220196816 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.899666666667 Validation Accuracy = 0.911 Average Train Loss = 0.514227069988 Average Validation Loss = 0.693309441499 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.900333333333 Validation Accuracy = 0.914 Average Train Loss = 0.403225891292 Average Validation Loss = 0.594423221508 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.902666666667 Validation Accuracy = 0.915 Average Train Loss = 0.332044119845 Average Validation Loss = 0.54638585457 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.288666666667 Test Accuracy = 0.284666666667 Validation Accuracy = 0.277 Average Train Loss = 2.23462680732 Average Validation Loss = 2.21545496398 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.309 Test Accuracy = 0.305333333333 Validation Accuracy = 0.285 Average Train Loss = 2.13155891247 Average Validation Loss = 2.11618853268 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.822666666667 Test Accuracy = 0.765333333333 Validation Accuracy = 0.787 Average Train Loss = 1.59174478831 Average Validation Loss = 1.59671951584 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.984 Test Accuracy = 0.883 Validation Accuracy = 0.897 Average Train Loss = 0.905423712496 Average Validation Loss = 0.995217063554 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.896333333333 Validation Accuracy = 0.907 Average Train Loss = 0.453211024809 Average Validation Loss = 0.638719468835 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.903 Validation Accuracy = 0.913 Average Train Loss = 0.376169727134 Average Validation Loss = 0.58703414392 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.901666666667 Validation Accuracy = 0.914 Average Train Loss = 0.320498463103 Average Validation Loss = 0.533721717385 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.32 Test Accuracy = 0.317666666667 Validation Accuracy = 0.303 Average Train Loss = 2.15051545622 Average Validation Loss = 2.12940877058 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.343333333333 Test Accuracy = 0.341 Validation Accuracy = 0.337 Average Train Loss = 2.05211435795 Average Validation Loss = 2.03674283352 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.896666666667 Test Accuracy = 0.822666666667 Validation Accuracy = 0.849 Average Train Loss = 1.38563970357 Average Validation Loss = 1.40489180014 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.989333333333 Test Accuracy = 0.890333333333 Validation Accuracy = 0.898 Average Train Loss = 0.772154240469 Average Validation Loss = 0.883031781975 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.894666666667 Validation Accuracy = 0.908 Average Train Loss = 0.406098815518 Average Validation Loss = 0.612638537782 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.898 Validation Accuracy = 0.907 Average Train Loss = 0.329533689543 Average Validation Loss = 0.539514034082 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.997333333333 Test Accuracy = 0.899333333333 Validation Accuracy = 0.913 Average Train Loss = 0.265121311242 Average Validation Loss = 0.502378166555 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.235 Test Accuracy = 0.229333333333 Validation Accuracy = 0.23 Average Train Loss = 2.29360063671 Average Validation Loss = 2.27737947438 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.279666666667 Test Accuracy = 0.271333333333 Validation Accuracy = 0.272 Average Train Loss = 2.23452135669 Average Validation Loss = 2.21455553975 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.882666666667 Test Accuracy = 0.801666666667 Validation Accuracy = 0.831 Average Train Loss = 1.58427887551 Average Validation Loss = 1.5919477021 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.985 Test Accuracy = 0.887666666667 Validation Accuracy = 0.893 Average Train Loss = 0.882250572022 Average Validation Loss = 0.99082214585 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.896333333333 Validation Accuracy = 0.911 Average Train Loss = 0.463496956135 Average Validation Loss = 0.665050841166 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.901333333333 Validation Accuracy = 0.917 Average Train Loss = 0.377431621579 Average Validation Loss = 0.586948143545 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.901333333333 Validation Accuracy = 0.914 Average Train Loss = 0.308211342777 Average Validation Loss = 0.531389823262 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.274333333333 Test Accuracy = 0.274333333333 Validation Accuracy = 0.266 Average Train Loss = 2.25117043019 Average Validation Loss = 2.23038652776 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.309 Test Accuracy = 0.306333333333 Validation Accuracy = 0.286 Average Train Loss = 2.16859514264 Average Validation Loss = 2.15025688268 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.874333333333 Test Accuracy = 0.813666666667 Validation Accuracy = 0.821 Average Train Loss = 1.56115813945 Average Validation Loss = 1.56580288675 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.982666666667 Test Accuracy = 0.880333333333 Validation Accuracy = 0.885 Average Train Loss = 0.889440708977 Average Validation Loss = 0.984561092213 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996333333333 Test Accuracy = 0.897 Validation Accuracy = 0.91 Average Train Loss = 0.468703171654 Average Validation Loss = 0.666806771201 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.9 Validation Accuracy = 0.913 Average Train Loss = 0.370043142702 Average Validation Loss = 0.571592919021 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996 Test Accuracy = 0.900666666667 Validation Accuracy = 0.917 Average Train Loss = 0.298990058904 Average Validation Loss = 0.513548511105 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.297666666667 Test Accuracy = 0.299666666667 Validation Accuracy = 0.282 Average Train Loss = 2.18889457816 Average Validation Loss = 2.1655263707 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.329333333333 Test Accuracy = 0.318333333333 Validation Accuracy = 0.309 Average Train Loss = 2.09204884852 Average Validation Loss = 2.07423034233 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.875333333333 Test Accuracy = 0.809666666667 Validation Accuracy = 0.819 Average Train Loss = 1.51466757175 Average Validation Loss = 1.51960204477 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.978333333333 Test Accuracy = 0.878 Validation Accuracy = 0.879 Average Train Loss = 0.86667041571 Average Validation Loss = 0.971514307695 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.898666666667 Validation Accuracy = 0.904 Average Train Loss = 0.449243530015 Average Validation Loss = 0.641117581725 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.897 Validation Accuracy = 0.907 Average Train Loss = 0.363198811531 Average Validation Loss = 0.590982374048 | |
| Learning Rate: 0.01 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.897333333333 Validation Accuracy = 0.903 Average Train Loss = 0.294789596587 Average Validation Loss = 0.533101138292 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.227666666667 Test Accuracy = 0.225666666667 Validation Accuracy = 0.227 Average Train Loss = 2.28767776264 Average Validation Loss = 2.26829070976 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.281333333333 Test Accuracy = 0.279333333333 Validation Accuracy = 0.267 Average Train Loss = 2.21598980562 Average Validation Loss = 2.1959340275 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.579 Test Accuracy = 0.55 Validation Accuracy = 0.561 Average Train Loss = 1.80962937278 Average Validation Loss = 1.80698881948 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.96 Test Accuracy = 0.868 Validation Accuracy = 0.888 Average Train Loss = 1.11208060256 Average Validation Loss = 1.1765588473 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.884666666667 Validation Accuracy = 0.91 Average Train Loss = 0.594376831664 Average Validation Loss = 0.756224111812 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996 Test Accuracy = 0.892333333333 Validation Accuracy = 0.905 Average Train Loss = 0.480505120763 Average Validation Loss = 0.666012067283 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996 Test Accuracy = 0.893 Validation Accuracy = 0.91 Average Train Loss = 0.403991582895 Average Validation Loss = 0.612126466223 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.284666666667 Test Accuracy = 0.284 Validation Accuracy = 0.283 Average Train Loss = 2.1831763714 Average Validation Loss = 2.14097246587 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.317333333333 Test Accuracy = 0.305333333333 Validation Accuracy = 0.309 Average Train Loss = 2.09159163375 Average Validation Loss = 2.05829879027 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.729666666667 Test Accuracy = 0.685666666667 Validation Accuracy = 0.697 Average Train Loss = 1.62571216501 Average Validation Loss = 1.62194465763 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.970333333333 Test Accuracy = 0.865666666667 Validation Accuracy = 0.896 Average Train Loss = 0.990905060237 Average Validation Loss = 1.0623436651 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.889 Validation Accuracy = 0.897 Average Train Loss = 0.529444496726 Average Validation Loss = 0.707455961033 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.895333333333 Validation Accuracy = 0.911 Average Train Loss = 0.418502473861 Average Validation Loss = 0.615828861952 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.894666666667 Validation Accuracy = 0.918 Average Train Loss = 0.352421361308 Average Validation Loss = 0.566644940352 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.281333333333 Test Accuracy = 0.273666666667 Validation Accuracy = 0.273 Average Train Loss = 2.18636018052 Average Validation Loss = 2.11250204237 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.342333333333 Test Accuracy = 0.335666666667 Validation Accuracy = 0.334 Average Train Loss = 2.08786226906 Average Validation Loss = 2.02793646962 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.729 Test Accuracy = 0.682333333333 Validation Accuracy = 0.697 Average Train Loss = 1.59384787266 Average Validation Loss = 1.58438018594 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.968333333333 Test Accuracy = 0.877666666667 Validation Accuracy = 0.885 Average Train Loss = 0.969075082066 Average Validation Loss = 1.04023478948 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.995333333333 Test Accuracy = 0.889333333333 Validation Accuracy = 0.901 Average Train Loss = 0.514221867108 Average Validation Loss = 0.691183040632 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.897333333333 Validation Accuracy = 0.9 Average Train Loss = 0.413365439014 Average Validation Loss = 0.620807955264 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996333333333 Test Accuracy = 0.892333333333 Validation Accuracy = 0.898 Average Train Loss = 0.356155883803 Average Validation Loss = 0.576863552912 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.215666666667 Test Accuracy = 0.218 Validation Accuracy = 0.212 Average Train Loss = 2.29485401069 Average Validation Loss = 2.27716839524 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.272333333333 Test Accuracy = 0.272 Validation Accuracy = 0.262 Average Train Loss = 2.2326511694 Average Validation Loss = 2.21254055656 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.621666666667 Test Accuracy = 0.592333333333 Validation Accuracy = 0.575 Average Train Loss = 1.84284737734 Average Validation Loss = 1.83473245867 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.958666666667 Test Accuracy = 0.867666666667 Validation Accuracy = 0.881 Average Train Loss = 1.17191443012 Average Validation Loss = 1.22354586164 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.900333333333 Validation Accuracy = 0.909 Average Train Loss = 0.627250795963 Average Validation Loss = 0.790896516062 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.904 Validation Accuracy = 0.906 Average Train Loss = 0.487247060042 Average Validation Loss = 0.663083882865 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.907666666667 Validation Accuracy = 0.912 Average Train Loss = 0.412388664932 Average Validation Loss = 0.592966109475 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.277666666667 Test Accuracy = 0.275333333333 Validation Accuracy = 0.271 Average Train Loss = 2.2076150146 Average Validation Loss = 2.17269353035 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.307333333333 Test Accuracy = 0.303666666667 Validation Accuracy = 0.302 Average Train Loss = 2.12198035849 Average Validation Loss = 2.094355605 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.662333333333 Test Accuracy = 0.62 Validation Accuracy = 0.628 Average Train Loss = 1.72091718545 Average Validation Loss = 1.71340017478 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.956 Test Accuracy = 0.872 Validation Accuracy = 0.886 Average Train Loss = 1.08221207349 Average Validation Loss = 1.13681832205 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.901333333333 Validation Accuracy = 0.903 Average Train Loss = 0.563065602301 Average Validation Loss = 0.719202279336 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996 Test Accuracy = 0.9 Validation Accuracy = 0.914 Average Train Loss = 0.452701335813 Average Validation Loss = 0.642363505327 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.904666666667 Validation Accuracy = 0.908 Average Train Loss = 0.386348182531 Average Validation Loss = 0.583661664871 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.292333333333 Test Accuracy = 0.290333333333 Validation Accuracy = 0.293 Average Train Loss = 2.15801816859 Average Validation Loss = 2.10021793438 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.326666666667 Test Accuracy = 0.321333333333 Validation Accuracy = 0.326 Average Train Loss = 2.07014078653 Average Validation Loss = 2.02499171637 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.675666666667 Test Accuracy = 0.637 Validation Accuracy = 0.643 Average Train Loss = 1.67327645995 Average Validation Loss = 1.66008015001 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.958333333333 Test Accuracy = 0.866 Validation Accuracy = 0.887 Average Train Loss = 1.03318630049 Average Validation Loss = 1.0896099594 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.899 Validation Accuracy = 0.905 Average Train Loss = 0.542660471138 Average Validation Loss = 0.697287733128 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.899333333333 Validation Accuracy = 0.909 Average Train Loss = 0.453226649224 Average Validation Loss = 0.637661248423 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.900666666667 Validation Accuracy = 0.913 Average Train Loss = 0.37306070541 Average Validation Loss = 0.575822174618 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.181 Test Accuracy = 0.166 Validation Accuracy = 0.182 Average Train Loss = 2.29960980446 Average Validation Loss = 2.28382182023 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.225666666667 Test Accuracy = 0.220666666667 Validation Accuracy = 0.224 Average Train Loss = 2.28171932872 Average Validation Loss = 2.26353850018 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.601333333333 Test Accuracy = 0.541666666667 Validation Accuracy = 0.573 Average Train Loss = 1.84782525631 Average Validation Loss = 1.84367033379 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.966333333333 Test Accuracy = 0.875 Validation Accuracy = 0.879 Average Train Loss = 1.13688755621 Average Validation Loss = 1.1982185639 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.995666666667 Test Accuracy = 0.901333333333 Validation Accuracy = 0.903 Average Train Loss = 0.587030082522 Average Validation Loss = 0.760400160653 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.9 Validation Accuracy = 0.907 Average Train Loss = 0.476291447059 Average Validation Loss = 0.663304016528 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996333333333 Test Accuracy = 0.898333333333 Validation Accuracy = 0.91 Average Train Loss = 0.408368331134 Average Validation Loss = 0.617504445982 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.244666666667 Test Accuracy = 0.238666666667 Validation Accuracy = 0.23 Average Train Loss = 2.26467441104 Average Validation Loss = 2.23725967945 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.279333333333 Test Accuracy = 0.284666666667 Validation Accuracy = 0.272 Average Train Loss = 2.19096050814 Average Validation Loss = 2.16592414808 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.593333333333 Test Accuracy = 0.548 Validation Accuracy = 0.555 Average Train Loss = 1.81084191273 Average Validation Loss = 1.80430594417 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.953333333333 Test Accuracy = 0.865666666667 Validation Accuracy = 0.87 Average Train Loss = 1.1062141377 Average Validation Loss = 1.16121728327 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.995666666667 Test Accuracy = 0.895 Validation Accuracy = 0.905 Average Train Loss = 0.600470302907 Average Validation Loss = 0.754439704974 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.900333333333 Validation Accuracy = 0.905 Average Train Loss = 0.482832526213 Average Validation Loss = 0.657087448462 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.900333333333 Validation Accuracy = 0.913 Average Train Loss = 0.400575166102 Average Validation Loss = 0.59154598446 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.289 Test Accuracy = 0.285333333333 Validation Accuracy = 0.283 Average Train Loss = 2.19425917633 Average Validation Loss = 2.15121792292 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.306333333333 Test Accuracy = 0.311 Validation Accuracy = 0.315 Average Train Loss = 2.10821230759 Average Validation Loss = 2.07336864066 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.592333333333 Test Accuracy = 0.556666666667 Validation Accuracy = 0.577 Average Train Loss = 1.73703137528 Average Validation Loss = 1.72712026543 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.946666666667 Test Accuracy = 0.866666666667 Validation Accuracy = 0.879 Average Train Loss = 1.1340846502 Average Validation Loss = 1.18475684485 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996 Test Accuracy = 0.895 Validation Accuracy = 0.897 Average Train Loss = 0.611965936113 Average Validation Loss = 0.767402457923 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.893666666667 Validation Accuracy = 0.903 Average Train Loss = 0.491388596074 Average Validation Loss = 0.666527367737 | |
| Learning Rate: 0.01 Momentum: 0.9 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.899333333333 Validation Accuracy = 0.9 Average Train Loss = 0.420221859721 Average Validation Loss = 0.620791796925 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.989 Test Accuracy = 0.892666666667 Validation Accuracy = 0.89 Average Train Loss = 0.556956851716 Average Validation Loss = 0.688143095267 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.994 Test Accuracy = 0.9 Validation Accuracy = 0.906 Average Train Loss = 0.430020340032 Average Validation Loss = 0.587849456431 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.996666666667 Test Accuracy = 0.905333333333 Validation Accuracy = 0.907 Average Train Loss = 0.184935364148 Average Validation Loss = 0.402024584224 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.996333333333 Test Accuracy = 0.906333333333 Validation Accuracy = 0.912 Average Train Loss = 0.0950001826013 Average Validation Loss = 0.328633035334 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.911 Validation Accuracy = 0.917 Average Train Loss = 0.0522622836346 Average Validation Loss = 0.286671376386 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.913666666667 Validation Accuracy = 0.919 Average Train Loss = 0.0461030877479 Average Validation Loss = 0.277786902477 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.913 Validation Accuracy = 0.912 Average Train Loss = 0.0394956163972 Average Validation Loss = 0.275045982071 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.978 Test Accuracy = 0.894333333333 Validation Accuracy = 0.907 Average Train Loss = 0.545484196206 Average Validation Loss = 0.63865756004 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.995333333333 Test Accuracy = 0.902 Validation Accuracy = 0.907 Average Train Loss = 0.429496594812 Average Validation Loss = 0.587461452733 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.996333333333 Test Accuracy = 0.905666666667 Validation Accuracy = 0.91 Average Train Loss = 0.17979325602 Average Validation Loss = 0.405068936664 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.996333333333 Test Accuracy = 0.908333333333 Validation Accuracy = 0.916 Average Train Loss = 0.0964976616884 Average Validation Loss = 0.335333170639 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.915666666667 Validation Accuracy = 0.915 Average Train Loss = 0.0508860389662 Average Validation Loss = 0.284329153719 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.914333333333 Validation Accuracy = 0.914 Average Train Loss = 0.0434979586726 Average Validation Loss = 0.291023152858 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.908333333333 Validation Accuracy = 0.911 Average Train Loss = 0.0385497492404 Average Validation Loss = 0.28186830208 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.982666666667 Test Accuracy = 0.887333333333 Validation Accuracy = 0.893 Average Train Loss = 0.602730159449 Average Validation Loss = 0.727105785995 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.974333333333 Test Accuracy = 0.882666666667 Validation Accuracy = 0.9 Average Train Loss = 0.469594480565 Average Validation Loss = 0.611026098362 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.994666666667 Test Accuracy = 0.895 Validation Accuracy = 0.909 Average Train Loss = 0.199219489105 Average Validation Loss = 0.441279328495 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.995666666667 Test Accuracy = 0.908 Validation Accuracy = 0.912 Average Train Loss = 0.104818531113 Average Validation Loss = 0.339256423262 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.908666666667 Validation Accuracy = 0.916 Average Train Loss = 0.0596293157633 Average Validation Loss = 0.310168189062 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.995666666667 Test Accuracy = 0.912666666667 Validation Accuracy = 0.918 Average Train Loss = 0.0487524021494 Average Validation Loss = 0.289321728761 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996 Test Accuracy = 0.908 Validation Accuracy = 0.913 Average Train Loss = 0.0418942083512 Average Validation Loss = 0.309044382275 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.981 Test Accuracy = 0.898333333333 Validation Accuracy = 0.9 Average Train Loss = 0.594756342872 Average Validation Loss = 0.691734107073 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.993 Test Accuracy = 0.907666666667 Validation Accuracy = 0.911 Average Train Loss = 0.461826730377 Average Validation Loss = 0.608152387324 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.996333333333 Test Accuracy = 0.911333333333 Validation Accuracy = 0.908 Average Train Loss = 0.192167407262 Average Validation Loss = 0.403067564151 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.913666666667 Validation Accuracy = 0.918 Average Train Loss = 0.102684978609 Average Validation Loss = 0.317043008763 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.914333333333 Validation Accuracy = 0.917 Average Train Loss = 0.0548811873987 Average Validation Loss = 0.292535109931 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.913 Validation Accuracy = 0.918 Average Train Loss = 0.0457813491942 Average Validation Loss = 0.270033735854 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.915333333333 Validation Accuracy = 0.916 Average Train Loss = 0.0405277361679 Average Validation Loss = 0.26578019293 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.976 Test Accuracy = 0.894333333333 Validation Accuracy = 0.894 Average Train Loss = 0.608423847733 Average Validation Loss = 0.700931500135 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.992 Test Accuracy = 0.9 Validation Accuracy = 0.903 Average Train Loss = 0.464787876879 Average Validation Loss = 0.592028660278 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.996333333333 Test Accuracy = 0.912666666667 Validation Accuracy = 0.912 Average Train Loss = 0.195237654294 Average Validation Loss = 0.396629231814 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.997 Test Accuracy = 0.914 Validation Accuracy = 0.915 Average Train Loss = 0.100766635814 Average Validation Loss = 0.329602548455 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.910333333333 Validation Accuracy = 0.914 Average Train Loss = 0.054801197903 Average Validation Loss = 0.290538018185 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.908666666667 Validation Accuracy = 0.92 Average Train Loss = 0.0469172691467 Average Validation Loss = 0.273807745569 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.91 Validation Accuracy = 0.913 Average Train Loss = 0.0399899799875 Average Validation Loss = 0.274838527174 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.972333333333 Test Accuracy = 0.879333333333 Validation Accuracy = 0.89 Average Train Loss = 0.648142506826 Average Validation Loss = 0.713201063323 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.982666666667 Test Accuracy = 0.899333333333 Validation Accuracy = 0.898 Average Train Loss = 0.504895118973 Average Validation Loss = 0.62621377768 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.995 Test Accuracy = 0.903333333333 Validation Accuracy = 0.91 Average Train Loss = 0.208285004707 Average Validation Loss = 0.418548250562 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.995666666667 Test Accuracy = 0.907333333333 Validation Accuracy = 0.911 Average Train Loss = 0.110826710503 Average Validation Loss = 0.350889318806 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.995666666667 Test Accuracy = 0.91 Validation Accuracy = 0.919 Average Train Loss = 0.0614388626975 Average Validation Loss = 0.310272275466 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.995666666667 Test Accuracy = 0.913 Validation Accuracy = 0.919 Average Train Loss = 0.0511370797097 Average Validation Loss = 0.287467057758 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996333333333 Test Accuracy = 0.913333333333 Validation Accuracy = 0.919 Average Train Loss = 0.0432881641901 Average Validation Loss = 0.285980199779 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.980666666667 Test Accuracy = 0.887 Validation Accuracy = 0.9 Average Train Loss = 0.645890725623 Average Validation Loss = 0.702825915219 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.993666666667 Test Accuracy = 0.905 Validation Accuracy = 0.912 Average Train Loss = 0.492095123388 Average Validation Loss = 0.607769689821 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.996666666667 Test Accuracy = 0.909333333333 Validation Accuracy = 0.92 Average Train Loss = 0.202064794918 Average Validation Loss = 0.389336054404 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.909333333333 Validation Accuracy = 0.916 Average Train Loss = 0.107130455855 Average Validation Loss = 0.323967401225 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.917 Validation Accuracy = 0.918 Average Train Loss = 0.0583259989266 Average Validation Loss = 0.280588747199 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.914666666667 Validation Accuracy = 0.924 Average Train Loss = 0.0479757477426 Average Validation Loss = 0.268285600253 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.915333333333 Validation Accuracy = 0.918 Average Train Loss = 0.041973133009 Average Validation Loss = 0.265265358446 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.973 Test Accuracy = 0.894333333333 Validation Accuracy = 0.895 Average Train Loss = 0.659749335307 Average Validation Loss = 0.705223134634 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.992666666667 Test Accuracy = 0.908333333333 Validation Accuracy = 0.914 Average Train Loss = 0.51151099673 Average Validation Loss = 0.621339790103 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.996666666667 Test Accuracy = 0.909666666667 Validation Accuracy = 0.917 Average Train Loss = 0.213127159445 Average Validation Loss = 0.400118419552 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.913333333333 Validation Accuracy = 0.92 Average Train Loss = 0.113089262397 Average Validation Loss = 0.329719176775 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996333333333 Test Accuracy = 0.914 Validation Accuracy = 0.919 Average Train Loss = 0.0604192024253 Average Validation Loss = 0.298236433892 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.914 Validation Accuracy = 0.918 Average Train Loss = 0.0497362840438 Average Validation Loss = 0.291092946213 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996 Test Accuracy = 0.913666666667 Validation Accuracy = 0.915 Average Train Loss = 0.0435334700952 Average Validation Loss = 0.282187316867 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.972 Test Accuracy = 0.888333333333 Validation Accuracy = 0.897 Average Train Loss = 0.687874025186 Average Validation Loss = 0.737065482655 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.985666666667 Test Accuracy = 0.902 Validation Accuracy = 0.916 Average Train Loss = 0.517697483929 Average Validation Loss = 0.633927282414 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.993666666667 Test Accuracy = 0.904 Validation Accuracy = 0.915 Average Train Loss = 0.225646440323 Average Validation Loss = 0.42534284718 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.993333333333 Test Accuracy = 0.904333333333 Validation Accuracy = 0.915 Average Train Loss = 0.114143583789 Average Validation Loss = 0.348074067179 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.994666666667 Test Accuracy = 0.909333333333 Validation Accuracy = 0.916 Average Train Loss = 0.0629735914231 Average Validation Loss = 0.313204954284 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.995 Test Accuracy = 0.914333333333 Validation Accuracy = 0.917 Average Train Loss = 0.0509681462711 Average Validation Loss = 0.306606612745 | |
| Learning Rate: 0.1 Momentum: 0.0 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.995 Test Accuracy = 0.909666666667 Validation Accuracy = 0.915 Average Train Loss = 0.0440586079037 Average Validation Loss = 0.294823162351 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.986666666667 Test Accuracy = 0.894 Validation Accuracy = 0.899 Average Train Loss = 0.617143033873 Average Validation Loss = 0.706522185898 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.993 Test Accuracy = 0.896333333333 Validation Accuracy = 0.894 Average Train Loss = 0.459893782835 Average Validation Loss = 0.614026254931 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.996333333333 Test Accuracy = 0.909333333333 Validation Accuracy = 0.919 Average Train Loss = 0.201430930354 Average Validation Loss = 0.400951807624 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.903 Validation Accuracy = 0.915 Average Train Loss = 0.102062369768 Average Validation Loss = 0.337860195326 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.911666666667 Validation Accuracy = 0.922 Average Train Loss = 0.057448637158 Average Validation Loss = 0.282590843907 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.915333333333 Validation Accuracy = 0.916 Average Train Loss = 0.0499952676965 Average Validation Loss = 0.28617348451 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.908666666667 Validation Accuracy = 0.916 Average Train Loss = 0.0413717419946 Average Validation Loss = 0.279238899662 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.972333333333 Test Accuracy = 0.887333333333 Validation Accuracy = 0.897 Average Train Loss = 0.581421085378 Average Validation Loss = 0.694658917356 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.992 Test Accuracy = 0.898666666667 Validation Accuracy = 0.905 Average Train Loss = 0.461665460129 Average Validation Loss = 0.603763918269 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.996333333333 Test Accuracy = 0.904666666667 Validation Accuracy = 0.913 Average Train Loss = 0.196800709004 Average Validation Loss = 0.421611365524 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.996333333333 Test Accuracy = 0.910666666667 Validation Accuracy = 0.916 Average Train Loss = 0.100681198439 Average Validation Loss = 0.338249313865 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996333333333 Test Accuracy = 0.910666666667 Validation Accuracy = 0.917 Average Train Loss = 0.0558041712395 Average Validation Loss = 0.284777152478 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.913 Validation Accuracy = 0.924 Average Train Loss = 0.0467519213897 Average Validation Loss = 0.299955309441 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.911 Validation Accuracy = 0.918 Average Train Loss = 0.0401385063459 Average Validation Loss = 0.281802044021 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.971 Test Accuracy = 0.884666666667 Validation Accuracy = 0.888 Average Train Loss = 0.617184677669 Average Validation Loss = 0.715919791862 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.993 Test Accuracy = 0.898 Validation Accuracy = 0.902 Average Train Loss = 0.483856203166 Average Validation Loss = 0.64521684714 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.995666666667 Test Accuracy = 0.898666666667 Validation Accuracy = 0.918 Average Train Loss = 0.195994619659 Average Validation Loss = 0.426256883822 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.995 Test Accuracy = 0.901 Validation Accuracy = 0.912 Average Train Loss = 0.113180670642 Average Validation Loss = 0.375587279308 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996333333333 Test Accuracy = 0.910333333333 Validation Accuracy = 0.918 Average Train Loss = 0.0594858620961 Average Validation Loss = 0.324877572694 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.906666666667 Validation Accuracy = 0.917 Average Train Loss = 0.0492786336847 Average Validation Loss = 0.303446637935 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.908666666667 Validation Accuracy = 0.921 Average Train Loss = 0.0425600073811 Average Validation Loss = 0.311959489172 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.982666666667 Test Accuracy = 0.893 Validation Accuracy = 0.896 Average Train Loss = 0.626069590984 Average Validation Loss = 0.700030191843 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.993333333333 Test Accuracy = 0.899333333333 Validation Accuracy = 0.898 Average Train Loss = 0.490955467444 Average Validation Loss = 0.636891174186 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.996666666667 Test Accuracy = 0.909333333333 Validation Accuracy = 0.914 Average Train Loss = 0.204288602056 Average Validation Loss = 0.408013519913 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.912666666667 Validation Accuracy = 0.918 Average Train Loss = 0.107436215416 Average Validation Loss = 0.327575172868 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.914666666667 Validation Accuracy = 0.926 Average Train Loss = 0.0578414425728 Average Validation Loss = 0.28033481007 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.918333333333 Validation Accuracy = 0.916 Average Train Loss = 0.0483179261565 Average Validation Loss = 0.280838985961 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.916666666667 Validation Accuracy = 0.917 Average Train Loss = 0.0410403163269 Average Validation Loss = 0.278178844216 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.971666666667 Test Accuracy = 0.889333333333 Validation Accuracy = 0.893 Average Train Loss = 0.643132429968 Average Validation Loss = 0.731197594415 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.992666666667 Test Accuracy = 0.902 Validation Accuracy = 0.906 Average Train Loss = 0.495266602871 Average Validation Loss = 0.623119993241 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.996666666667 Test Accuracy = 0.912666666667 Validation Accuracy = 0.914 Average Train Loss = 0.203515442908 Average Validation Loss = 0.40888088465 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.996 Test Accuracy = 0.912333333333 Validation Accuracy = 0.918 Average Train Loss = 0.106913274306 Average Validation Loss = 0.331542479202 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996333333333 Test Accuracy = 0.913 Validation Accuracy = 0.918 Average Train Loss = 0.058730887889 Average Validation Loss = 0.282257938881 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.913666666667 Validation Accuracy = 0.92 Average Train Loss = 0.0487217781702 Average Validation Loss = 0.285910004449 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996333333333 Test Accuracy = 0.911666666667 Validation Accuracy = 0.917 Average Train Loss = 0.0418770130974 Average Validation Loss = 0.275428574013 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.976333333333 Test Accuracy = 0.892 Validation Accuracy = 0.895 Average Train Loss = 0.669814638188 Average Validation Loss = 0.744720943343 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.99 Test Accuracy = 0.904666666667 Validation Accuracy = 0.91 Average Train Loss = 0.507065349971 Average Validation Loss = 0.618145711677 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.995666666667 Test Accuracy = 0.904333333333 Validation Accuracy = 0.907 Average Train Loss = 0.217485068359 Average Validation Loss = 0.451952579221 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.996 Test Accuracy = 0.908666666667 Validation Accuracy = 0.915 Average Train Loss = 0.116945676323 Average Validation Loss = 0.355721472306 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.914333333333 Validation Accuracy = 0.921 Average Train Loss = 0.0619023460441 Average Validation Loss = 0.313385950262 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.914333333333 Validation Accuracy = 0.915 Average Train Loss = 0.0508475737729 Average Validation Loss = 0.293877174512 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996333333333 Test Accuracy = 0.911666666667 Validation Accuracy = 0.92 Average Train Loss = 0.0447126993123 Average Validation Loss = 0.288443560136 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.981666666667 Test Accuracy = 0.897333333333 Validation Accuracy = 0.898 Average Train Loss = 0.667334618813 Average Validation Loss = 0.720766089927 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.992666666667 Test Accuracy = 0.902 Validation Accuracy = 0.902 Average Train Loss = 0.516838581843 Average Validation Loss = 0.621178638532 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.996666666667 Test Accuracy = 0.91 Validation Accuracy = 0.925 Average Train Loss = 0.217066698327 Average Validation Loss = 0.411725394904 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.997 Test Accuracy = 0.912 Validation Accuracy = 0.918 Average Train Loss = 0.113234485424 Average Validation Loss = 0.319798642084 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.914 Validation Accuracy = 0.914 Average Train Loss = 0.0617393057222 Average Validation Loss = 0.287850436768 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.914333333333 Validation Accuracy = 0.924 Average Train Loss = 0.0511949333198 Average Validation Loss = 0.270723013333 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.917 Validation Accuracy = 0.921 Average Train Loss = 0.0440635055987 Average Validation Loss = 0.268419876399 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.968666666667 Test Accuracy = 0.889666666667 Validation Accuracy = 0.884 Average Train Loss = 0.707565253447 Average Validation Loss = 0.767067285148 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.99 Test Accuracy = 0.911333333333 Validation Accuracy = 0.909 Average Train Loss = 0.536212533891 Average Validation Loss = 0.638972037371 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.996333333333 Test Accuracy = 0.907666666667 Validation Accuracy = 0.915 Average Train Loss = 0.22440661094 Average Validation Loss = 0.417507886395 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.908666666667 Validation Accuracy = 0.916 Average Train Loss = 0.116428446445 Average Validation Loss = 0.332672827825 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.912 Validation Accuracy = 0.918 Average Train Loss = 0.0629901843185 Average Validation Loss = 0.295440918599 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.995666666667 Test Accuracy = 0.912666666667 Validation Accuracy = 0.917 Average Train Loss = 0.0520979934901 Average Validation Loss = 0.286271562674 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996 Test Accuracy = 0.911333333333 Validation Accuracy = 0.916 Average Train Loss = 0.0447847736228 Average Validation Loss = 0.278979959824 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.969333333333 Test Accuracy = 0.894 Validation Accuracy = 0.894 Average Train Loss = 0.721793748341 Average Validation Loss = 0.772829136697 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.953666666667 Test Accuracy = 0.865 Validation Accuracy = 0.875 Average Train Loss = 0.5472000847 Average Validation Loss = 0.663645735815 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.993333333333 Test Accuracy = 0.904666666667 Validation Accuracy = 0.91 Average Train Loss = 0.23321071317 Average Validation Loss = 0.440540942856 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.994666666667 Test Accuracy = 0.905666666667 Validation Accuracy = 0.916 Average Train Loss = 0.120143807411 Average Validation Loss = 0.359166552968 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.995666666667 Test Accuracy = 0.911 Validation Accuracy = 0.922 Average Train Loss = 0.0660809748448 Average Validation Loss = 0.310902521811 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.995333333333 Test Accuracy = 0.911333333333 Validation Accuracy = 0.914 Average Train Loss = 0.0541365855937 Average Validation Loss = 0.30117413052 | |
| Learning Rate: 0.1 Momentum: 0.1 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.995666666667 Test Accuracy = 0.911333333333 Validation Accuracy = 0.912 Average Train Loss = 0.0462420901083 Average Validation Loss = 0.299471664987 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.974333333333 Test Accuracy = 0.891333333333 Validation Accuracy = 0.892 Average Train Loss = 0.791540308171 Average Validation Loss = 0.828099855692 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.984 Test Accuracy = 0.888666666667 Validation Accuracy = 0.893 Average Train Loss = 0.610749891502 Average Validation Loss = 0.708457812125 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.997 Test Accuracy = 0.903333333333 Validation Accuracy = 0.916 Average Train Loss = 0.253043761719 Average Validation Loss = 0.46794471713 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.908 Validation Accuracy = 0.916 Average Train Loss = 0.137507622186 Average Validation Loss = 0.357442387564 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.914666666667 Validation Accuracy = 0.921 Average Train Loss = 0.0737440705774 Average Validation Loss = 0.299320822006 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.910333333333 Validation Accuracy = 0.916 Average Train Loss = 0.0619151152795 Average Validation Loss = 0.300105215511 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.918333333333 Validation Accuracy = 0.922 Average Train Loss = 0.0531026977655 Average Validation Loss = 0.282500391814 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.966 Test Accuracy = 0.883333333333 Validation Accuracy = 0.886 Average Train Loss = 0.813701013231 Average Validation Loss = 0.866220460582 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.982 Test Accuracy = 0.885666666667 Validation Accuracy = 0.896 Average Train Loss = 0.640910441311 Average Validation Loss = 0.762997635528 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.996666666667 Test Accuracy = 0.900333333333 Validation Accuracy = 0.911 Average Train Loss = 0.264728578362 Average Validation Loss = 0.476903179734 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.997 Test Accuracy = 0.906333333333 Validation Accuracy = 0.912 Average Train Loss = 0.140285052345 Average Validation Loss = 0.365779732116 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.915666666667 Validation Accuracy = 0.921 Average Train Loss = 0.0766881989847 Average Validation Loss = 0.311334518369 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.914 Validation Accuracy = 0.92 Average Train Loss = 0.0629074916922 Average Validation Loss = 0.296167122545 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.915666666667 Validation Accuracy = 0.925 Average Train Loss = 0.0532872973565 Average Validation Loss = 0.292968620436 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.961333333333 Test Accuracy = 0.881333333333 Validation Accuracy = 0.894 Average Train Loss = 0.834373608579 Average Validation Loss = 0.85461692452 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.978333333333 Test Accuracy = 0.890333333333 Validation Accuracy = 0.895 Average Train Loss = 0.669885901062 Average Validation Loss = 0.765109883238 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.996666666667 Test Accuracy = 0.900333333333 Validation Accuracy = 0.916 Average Train Loss = 0.288160402168 Average Validation Loss = 0.543297870188 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.996333333333 Test Accuracy = 0.909333333333 Validation Accuracy = 0.914 Average Train Loss = 0.149355470342 Average Validation Loss = 0.396867966164 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.910666666667 Validation Accuracy = 0.92 Average Train Loss = 0.0810096288301 Average Validation Loss = 0.348468091365 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.916333333333 Validation Accuracy = 0.918 Average Train Loss = 0.0632776368286 Average Validation Loss = 0.309649778936 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.913333333333 Validation Accuracy = 0.914 Average Train Loss = 0.0546549270144 Average Validation Loss = 0.300891355724 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.961 Test Accuracy = 0.885 Validation Accuracy = 0.887 Average Train Loss = 0.887131629351 Average Validation Loss = 0.908766249756 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.987666666667 Test Accuracy = 0.897666666667 Validation Accuracy = 0.901 Average Train Loss = 0.660933802039 Average Validation Loss = 0.744671457627 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.997 Test Accuracy = 0.908666666667 Validation Accuracy = 0.923 Average Train Loss = 0.282899312794 Average Validation Loss = 0.443928198409 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.911 Validation Accuracy = 0.917 Average Train Loss = 0.14502205696 Average Validation Loss = 0.364596772026 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.915 Validation Accuracy = 0.916 Average Train Loss = 0.079483919838 Average Validation Loss = 0.301987284831 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.919 Validation Accuracy = 0.916 Average Train Loss = 0.0657267462638 Average Validation Loss = 0.277361225483 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.915 Validation Accuracy = 0.919 Average Train Loss = 0.0550877545411 Average Validation Loss = 0.274363071492 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.956 Test Accuracy = 0.879666666667 Validation Accuracy = 0.875 Average Train Loss = 0.857788768954 Average Validation Loss = 0.890595652531 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.981333333333 Test Accuracy = 0.896333333333 Validation Accuracy = 0.9 Average Train Loss = 0.659851493975 Average Validation Loss = 0.736263177146 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.996666666667 Test Accuracy = 0.908333333333 Validation Accuracy = 0.911 Average Train Loss = 0.280590142309 Average Validation Loss = 0.47202490103 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.997 Test Accuracy = 0.91 Validation Accuracy = 0.917 Average Train Loss = 0.142513218776 Average Validation Loss = 0.360056512903 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.913333333333 Validation Accuracy = 0.921 Average Train Loss = 0.0769297102493 Average Validation Loss = 0.296092745386 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.915 Validation Accuracy = 0.919 Average Train Loss = 0.0630002732489 Average Validation Loss = 0.286907874843 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.919333333333 Validation Accuracy = 0.921 Average Train Loss = 0.0542841307674 Average Validation Loss = 0.26997942342 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.960666666667 Test Accuracy = 0.885 Validation Accuracy = 0.888 Average Train Loss = 0.905347474896 Average Validation Loss = 0.912453050102 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.970333333333 Test Accuracy = 0.893333333333 Validation Accuracy = 0.885 Average Train Loss = 0.691431330602 Average Validation Loss = 0.781878019369 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.996333333333 Test Accuracy = 0.905666666667 Validation Accuracy = 0.915 Average Train Loss = 0.290521675913 Average Validation Loss = 0.477132488706 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.908 Validation Accuracy = 0.916 Average Train Loss = 0.151163357104 Average Validation Loss = 0.375122985641 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.915666666667 Validation Accuracy = 0.922 Average Train Loss = 0.0813416485831 Average Validation Loss = 0.304325673154 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.916333333333 Validation Accuracy = 0.918 Average Train Loss = 0.0657091293864 Average Validation Loss = 0.297288793366 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.915666666667 Validation Accuracy = 0.919 Average Train Loss = 0.0573364664904 Average Validation Loss = 0.282001191739 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.969666666667 Test Accuracy = 0.892333333333 Validation Accuracy = 0.901 Average Train Loss = 0.901573069641 Average Validation Loss = 0.893462691269 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.983 Test Accuracy = 0.896666666667 Validation Accuracy = 0.901 Average Train Loss = 0.690266416795 Average Validation Loss = 0.772578953221 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.996333333333 Test Accuracy = 0.909333333333 Validation Accuracy = 0.912 Average Train Loss = 0.291985530232 Average Validation Loss = 0.46327124406 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.914 Validation Accuracy = 0.919 Average Train Loss = 0.149737835128 Average Validation Loss = 0.360666010193 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.914333333333 Validation Accuracy = 0.923 Average Train Loss = 0.0810789678179 Average Validation Loss = 0.306202343716 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.913 Validation Accuracy = 0.919 Average Train Loss = 0.0664942878155 Average Validation Loss = 0.274339324313 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.917 Validation Accuracy = 0.92 Average Train Loss = 0.0579573166703 Average Validation Loss = 0.284026613252 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.95 Test Accuracy = 0.88 Validation Accuracy = 0.883 Average Train Loss = 0.956060347274 Average Validation Loss = 0.973544930147 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.979666666667 Test Accuracy = 0.895666666667 Validation Accuracy = 0.899 Average Train Loss = 0.730535082986 Average Validation Loss = 0.773490437679 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.996666666667 Test Accuracy = 0.907333333333 Validation Accuracy = 0.916 Average Train Loss = 0.313246244137 Average Validation Loss = 0.483888370155 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.997 Test Accuracy = 0.914333333333 Validation Accuracy = 0.92 Average Train Loss = 0.162909864986 Average Validation Loss = 0.371915203515 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.916 Validation Accuracy = 0.922 Average Train Loss = 0.0862387390814 Average Validation Loss = 0.30040217698 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.917666666667 Validation Accuracy = 0.926 Average Train Loss = 0.0687718566717 Average Validation Loss = 0.282950863223 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.915333333333 Validation Accuracy = 0.92 Average Train Loss = 0.0605705667954 Average Validation Loss = 0.293386282044 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.949666666667 Test Accuracy = 0.880333333333 Validation Accuracy = 0.882 Average Train Loss = 0.955468260613 Average Validation Loss = 0.956852666301 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.962333333333 Test Accuracy = 0.881666666667 Validation Accuracy = 0.887 Average Train Loss = 0.76606515778 Average Validation Loss = 0.827007811222 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.996 Test Accuracy = 0.906333333333 Validation Accuracy = 0.906 Average Train Loss = 0.314553740937 Average Validation Loss = 0.508983760809 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.996666666667 Test Accuracy = 0.912 Validation Accuracy = 0.914 Average Train Loss = 0.16923845182 Average Validation Loss = 0.386113731078 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.996333333333 Test Accuracy = 0.914333333333 Validation Accuracy = 0.922 Average Train Loss = 0.0877716348836 Average Validation Loss = 0.316603964365 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.996333333333 Test Accuracy = 0.911333333333 Validation Accuracy = 0.924 Average Train Loss = 0.0748210325012 Average Validation Loss = 0.290396200391 | |
| Learning Rate: 0.1 Momentum: 0.5 Hidden Layer Size 1: 200 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.914333333333 Validation Accuracy = 0.919 Average Train Loss = 0.0608338759589 Average Validation Loss = 0.29058080571 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.402333333333 Test Accuracy = 0.395 Validation Accuracy = 0.385 Average Train Loss = 2.02342237706 Average Validation Loss = 1.97364733369 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.494 Test Accuracy = 0.499666666667 Validation Accuracy = 0.475 Average Train Loss = 1.89119533762 Average Validation Loss = 1.96850580383 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.985 Test Accuracy = 0.902333333333 Validation Accuracy = 0.912 Average Train Loss = 0.956895693051 Average Validation Loss = 1.06541147451 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.863333333333 Test Accuracy = 0.789333333333 Validation Accuracy = 0.8 Average Train Loss = 0.613913747441 Average Validation Loss = 0.827959266368 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.995333333333 Test Accuracy = 0.919 Validation Accuracy = 0.92 Average Train Loss = 0.336788816104 Average Validation Loss = 0.564578016768 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.914666666667 Validation Accuracy = 0.916 Average Train Loss = 0.29345138486 Average Validation Loss = 0.539658037456 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.917333333333 Validation Accuracy = 0.916 Average Train Loss = 0.27521512905 Average Validation Loss = 0.503998908939 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.532333333333 Test Accuracy = 0.511666666667 Validation Accuracy = 0.51 Average Train Loss = 1.88580501937 Average Validation Loss = 1.88155868025 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.475666666667 Test Accuracy = 0.46 Validation Accuracy = 0.455 Average Train Loss = 1.75483229101 Average Validation Loss = 1.75423772956 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.953333333333 Test Accuracy = 0.876333333333 Validation Accuracy = 0.892 Average Train Loss = 0.920599463965 Average Validation Loss = 1.02723165952 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.995 Test Accuracy = 0.909666666667 Validation Accuracy = 0.916 Average Train Loss = 0.543927038871 Average Validation Loss = 0.743924122488 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.917 Validation Accuracy = 0.915 Average Train Loss = 0.329131900771 Average Validation Loss = 0.5919316353 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.996666666667 Test Accuracy = 0.916666666667 Validation Accuracy = 0.918 Average Train Loss = 0.303729109958 Average Validation Loss = 0.554507073066 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.920333333333 Validation Accuracy = 0.925 Average Train Loss = 0.271355211608 Average Validation Loss = 0.521452561248 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.428 Test Accuracy = 0.406333333333 Validation Accuracy = 0.403 Average Train Loss = 1.98664621446 Average Validation Loss = 1.95304257359 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.517333333333 Test Accuracy = 0.489666666667 Validation Accuracy = 0.495 Average Train Loss = 1.86265850722 Average Validation Loss = 1.86585154943 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.956 Test Accuracy = 0.872333333333 Validation Accuracy = 0.896 Average Train Loss = 1.21218067074 Average Validation Loss = 1.23382367372 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 100 Train Accuracy = 0.991333333333 Test Accuracy = 0.900333333333 Validation Accuracy = 0.909 Average Train Loss = 0.748266657269 Average Validation Loss = 0.861408125901 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.913 Validation Accuracy = 0.915 Average Train Loss = 0.419071558447 Average Validation Loss = 0.65016389944 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 250 Train Accuracy = 0.691 Test Accuracy = 0.625333333333 Validation Accuracy = 0.663 Average Train Loss = 0.356519204254 Average Validation Loss = 0.566101301308 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 50 Hidden Layer Size 2: 200 No of Epochs: 300 Train Accuracy = 0.996666666667 Test Accuracy = 0.913666666667 Validation Accuracy = 0.917 Average Train Loss = 0.336728341692 Average Validation Loss = 0.57249474274 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 15 Train Accuracy = 0.393333333333 Test Accuracy = 0.39 Validation Accuracy = 0.377 Average Train Loss = 2.04251229221 Average Validation Loss = 2.03029048318 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 20 Train Accuracy = 0.614666666667 Test Accuracy = 0.587 Validation Accuracy = 0.59 Average Train Loss = 1.89805043461 Average Validation Loss = 1.90359309594 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 50 Train Accuracy = 0.987666666667 Test Accuracy = 0.907333333333 Validation Accuracy = 0.907 Average Train Loss = 1.05094448869 Average Validation Loss = 1.17754360571 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 100 Train Accuracy = 0.994 Test Accuracy = 0.917 Validation Accuracy = 0.922 Average Train Loss = 0.567116689268 Average Validation Loss = 0.746774264108 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 200 Train Accuracy = 0.996666666667 Test Accuracy = 0.92 Validation Accuracy = 0.919 Average Train Loss = 0.324917675601 Average Validation Loss = 0.505763617326 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 250 Train Accuracy = 0.997 Test Accuracy = 0.919 Validation Accuracy = 0.929 Average Train Loss = 0.2860578144 Average Validation Loss = 0.482647779628 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 50 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.924333333333 Validation Accuracy = 0.923 Average Train Loss = 0.25211195613 Average Validation Loss = 0.458249138824 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 15 Train Accuracy = 0.383666666667 Test Accuracy = 0.370666666667 Validation Accuracy = 0.371 Average Train Loss = 2.02888366822 Average Validation Loss = 1.95537366127 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 20 Train Accuracy = 0.648 Test Accuracy = 0.619333333333 Validation Accuracy = 0.613 Average Train Loss = 1.81026972509 Average Validation Loss = 1.81905009769 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 50 Train Accuracy = 0.652 Test Accuracy = 0.601666666667 Validation Accuracy = 0.607 Average Train Loss = 1.06150209046 Average Validation Loss = 1.1571636588 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 100 Train Accuracy = 0.793 Test Accuracy = 0.749333333333 Validation Accuracy = 0.745 Average Train Loss = 0.606386624149 Average Validation Loss = 0.816554473268 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 200 Train Accuracy = 0.997 Test Accuracy = 0.917333333333 Validation Accuracy = 0.921 Average Train Loss = 0.362261936871 Average Validation Loss = 0.573306002173 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 250 Train Accuracy = 0.609333333333 Test Accuracy = 0.561 Validation Accuracy = 0.567 Average Train Loss = 0.305108636367 Average Validation Loss = 0.512743890497 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 100 No of Epochs: 300 Train Accuracy = 0.997 Test Accuracy = 0.917666666667 Validation Accuracy = 0.922 Average Train Loss = 0.273003504119 Average Validation Loss = 0.487299624253 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 15 Train Accuracy = 0.436666666667 Test Accuracy = 0.403666666667 Validation Accuracy = 0.43 Average Train Loss = 1.98935935437 Average Validation Loss = 2.01873284819 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 20 Train Accuracy = 0.541333333333 Test Accuracy = 0.525 Validation Accuracy = 0.519 Average Train Loss = 1.82443285608 Average Validation Loss = 1.826833509 | |
| Learning Rate: 0.1 Momentum: 0.9 Hidden Layer Size 1: 100 Hidden Layer Size 2: 200 No of Epochs: 50 Train Accuracy = 0.964333333333 Test Accuracy = 0.891666666667 Validation Accuracy = 0.896 Average Train Loss = 0.995155650828 Average Validation Loss = 1.13182935045 |
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