Extracting ./datasets/ud730/mnist/train-images-idx3-ubyte.gz
Extracting ./datasets/ud730/mnist/train-labels-idx1-ubyte.gz
Extracting ./datasets/ud730/mnist/t10k-images-idx3-ubyte.gz
Extracting ./datasets/ud730/mnist/t10k-labels-idx1-ubyte.gz
Epoch: 0 - Cost: 1.36 Valid Accuracy: 0.816
Epoch: 1 - Cost: 1.06 Valid Accuracy: 0.856
Epoch: 2 - Cost: 0.92 Valid Accuracy: 0.871
Epoch: 3 - Cost: 0.831 Valid Accuracy: 0.881
Epoch: 4 - Cost: 0.767 Valid Accuracy: 0.885
Epoch: 5 - Cost: 0.716 Valid Accuracy: 0.889
Epoch: 6 - Cost: 0.674 Valid Accuracy: 0.892
Epoch: 7 - Cost: 0.637 Valid Accuracy: 0.894
Epoch: 8 - Cost: 0.606 Valid Accuracy: 0.898
Epoch: 9 - Cost: 0.578 Valid Accuracy: 0.899
Epoch: 10 - Cost: 0.554 Valid Accuracy: 0.9
Epoch: 11 - Cost: 0.532 Valid Accuracy: 0.901
Epoch: 12 - Cost: 0.513 Valid Accuracy: 0.901
Epoch: 13 - Cost: 0.495 Valid Accuracy: 0.902
Epoch: 14 - Cost: 0.48 Valid Accuracy: 0.904
Epoch: 15 - Cost: 0.466 Valid Accuracy: 0.903
Epoch: 16 - Cost: 0.453 Valid Accuracy: 0.905
Epoch: 17 - Cost: 0.441 Valid Accuracy: 0.905
Epoch: 18 - Cost: 0.43 Valid Accuracy: 0.905
Epoch: 19 - Cost: 0.421 Valid Accuracy: 0.906
Epoch: 20 - Cost: 0.412 Valid Accuracy: 0.906
Epoch: 21 - Cost: 0.403 Valid Accuracy: 0.907
Epoch: 22 - Cost: 0.396 Valid Accuracy: 0.908
Epoch: 23 - Cost: 0.389 Valid Accuracy: 0.908
Epoch: 24 - Cost: 0.382 Valid Accuracy: 0.908
Epoch: 25 - Cost: 0.376 Valid Accuracy: 0.909
Epoch: 26 - Cost: 0.37 Valid Accuracy: 0.909
Epoch: 27 - Cost: 0.365 Valid Accuracy: 0.91
Epoch: 28 - Cost: 0.359 Valid Accuracy: 0.91
Epoch: 29 - Cost: 0.355 Valid Accuracy: 0.91
Epoch: 30 - Cost: 0.35 Valid Accuracy: 0.91
Epoch: 31 - Cost: 0.346 Valid Accuracy: 0.911
Epoch: 32 - Cost: 0.342 Valid Accuracy: 0.911
Epoch: 33 - Cost: 0.338 Valid Accuracy: 0.912
Epoch: 34 - Cost: 0.335 Valid Accuracy: 0.912
Epoch: 35 - Cost: 0.331 Valid Accuracy: 0.912
Epoch: 36 - Cost: 0.328 Valid Accuracy: 0.913
Epoch: 37 - Cost: 0.325 Valid Accuracy: 0.913
Epoch: 38 - Cost: 0.322 Valid Accuracy: 0.913
Epoch: 39 - Cost: 0.319 Valid Accuracy: 0.913
Epoch: 40 - Cost: 0.316 Valid Accuracy: 0.913
Epoch: 41 - Cost: 0.314 Valid Accuracy: 0.913
Epoch: 42 - Cost: 0.311 Valid Accuracy: 0.914
Epoch: 43 - Cost: 0.309 Valid Accuracy: 0.914
Epoch: 44 - Cost: 0.307 Valid Accuracy: 0.914
Epoch: 45 - Cost: 0.305 Valid Accuracy: 0.914
Epoch: 46 - Cost: 0.302 Valid Accuracy: 0.914
Epoch: 47 - Cost: 0.3 Valid Accuracy: 0.915
Epoch: 48 - Cost: 0.298 Valid Accuracy: 0.916
Epoch: 49 - Cost: 0.297 Valid Accuracy: 0.916
Epoch: 50 - Cost: 0.295 Valid Accuracy: 0.917
Epoch: 51 - Cost: 0.293 Valid Accuracy: 0.917
Epoch: 52 - Cost: 0.291 Valid Accuracy: 0.917
Epoch: 53 - Cost: 0.29 Valid Accuracy: 0.917
Epoch: 54 - Cost: 0.288 Valid Accuracy: 0.917
Epoch: 55 - Cost: 0.286 Valid Accuracy: 0.917
Epoch: 56 - Cost: 0.285 Valid Accuracy: 0.917
Epoch: 57 - Cost: 0.283 Valid Accuracy: 0.917
Epoch: 58 - Cost: 0.282 Valid Accuracy: 0.917
Epoch: 59 - Cost: 0.281 Valid Accuracy: 0.918
Epoch: 60 - Cost: 0.279 Valid Accuracy: 0.918
Epoch: 61 - Cost: 0.278 Valid Accuracy: 0.918
Epoch: 62 - Cost: 0.277 Valid Accuracy: 0.918
Epoch: 63 - Cost: 0.275 Valid Accuracy: 0.919
Epoch: 64 - Cost: 0.274 Valid Accuracy: 0.919
Epoch: 65 - Cost: 0.273 Valid Accuracy: 0.919
Epoch: 66 - Cost: 0.272 Valid Accuracy: 0.919
Epoch: 67 - Cost: 0.271 Valid Accuracy: 0.919
Epoch: 68 - Cost: 0.269 Valid Accuracy: 0.919
Epoch: 69 - Cost: 0.268 Valid Accuracy: 0.92
Epoch: 70 - Cost: 0.267 Valid Accuracy: 0.92
Epoch: 71 - Cost: 0.266 Valid Accuracy: 0.921
Epoch: 72 - Cost: 0.265 Valid Accuracy: 0.921
Epoch: 73 - Cost: 0.264 Valid Accuracy: 0.921
Epoch: 74 - Cost: 0.263 Valid Accuracy: 0.921
Epoch: 75 - Cost: 0.262 Valid Accuracy: 0.921
Epoch: 76 - Cost: 0.261 Valid Accuracy: 0.921
Epoch: 77 - Cost: 0.26 Valid Accuracy: 0.921
Epoch: 78 - Cost: 0.259 Valid Accuracy: 0.921
Epoch: 79 - Cost: 0.258 Valid Accuracy: 0.921
Epoch: 80 - Cost: 0.257 Valid Accuracy: 0.921
Epoch: 81 - Cost: 0.256 Valid Accuracy: 0.921
Epoch: 82 - Cost: 0.256 Valid Accuracy: 0.921
Epoch: 83 - Cost: 0.255 Valid Accuracy: 0.921
Epoch: 84 - Cost: 0.254 Valid Accuracy: 0.921
Epoch: 85 - Cost: 0.253 Valid Accuracy: 0.921
Epoch: 86 - Cost: 0.252 Valid Accuracy: 0.921
Epoch: 87 - Cost: 0.251 Valid Accuracy: 0.921
Epoch: 88 - Cost: 0.251 Valid Accuracy: 0.921
Epoch: 89 - Cost: 0.25 Valid Accuracy: 0.921
Epoch: 90 - Cost: 0.249 Valid Accuracy: 0.921
Epoch: 91 - Cost: 0.248 Valid Accuracy: 0.921
Epoch: 92 - Cost: 0.248 Valid Accuracy: 0.922
Epoch: 93 - Cost: 0.247 Valid Accuracy: 0.921
Epoch: 94 - Cost: 0.246 Valid Accuracy: 0.922
Epoch: 95 - Cost: 0.245 Valid Accuracy: 0.922
Epoch: 96 - Cost: 0.245 Valid Accuracy: 0.922
Epoch: 97 - Cost: 0.244 Valid Accuracy: 0.922
Epoch: 98 - Cost: 0.243 Valid Accuracy: 0.922
Epoch: 99 - Cost: 0.243 Valid Accuracy: 0.922
Test Accuracy: 0.9171000123023987