epoch 1, minibatch 40 / 40, validation error 85.000000 %
epoch 2, minibatch 40 / 40, validation error 83.000000 %
epoch 3, minibatch 40 / 40, validation error 84.000000 %
epoch 4, minibatch 40 / 40, validation error 83.500000 %
epoch 5, minibatch 40 / 40, validation error 82.000000 %
epoch 6, minibatch 40 / 40, validation error 82.000000 %
epoch 7, minibatch 40 / 40, validation error 81.000000 %
epoch 8, minibatch 40 / 40, validation error 81.000000 %
epoch 9, minibatch 40 / 40, validation error 81.000000 %
epoch 10, minibatch 40 / 40, validation error 81.000000 %
epoch 11, minibatch 40 / 40, validation error 81.500000 %
epoch 12, minibatch 40 / 40, validation error 82.000000 %
epoch 13, minibatch 40 / 40, validation error 83.000000 %
epoch 14, minibatch 40 / 40, validation error 82.500000 %
epoch 15, minibatch 40 / 40, validation error 82.000000 %
epoch 16, minibatch 40 / 40, validation error 82.000000 %
epoch 17, minibatch 40 / 40, validation error 81.500000 %
epoch 18, minibatch 40 / 40, validation error 80.500000 %
epoch 19, minibatch 40 / 40, validation error 80.500000 %
epoch 20, minibatch 40 / 40, validation error 81.000000 %
epoch 21, minibatch 40 / 40, validation error 81.000000 %
epoch 22, minibatch 40 / 40, validation error 81.500000 %
epoch 23, minibatch 40 / 40, validation error 81.500000 %
epoch 24, minibatch 40 / 40, validation error 80.500000 %
epoch 25, minibatch 40 / 40, validation error 80.500000 %
epoch 26, minibatch 40 / 40, validation error 80.000000 %
epoch 27, minibatch 40 / 40, validation error 79.500000 %
epoch 28, minibatch 40 / 40, validation error 79.500000 %
epoch 29, minibatch 40 / 40, validation error 78.500000 %
epoch 30, minibatch 40 / 40, validation error 78.000000 %
epoch 31, minibatch 40 / 40, validation error 78.000000 %
epoch 32, minibatch 40 / 40, validation error 78.000000 %
epoch 33, minibatch 40 / 40, validation error 78.000000 %
epoch 34, minibatch 40 / 40, validation error 78.000000 %
epoch 35, minibatch 40 / 40, validation error 77.500000 %
epoch 36, minibatch 40 / 40, validation error 77.500000 %
epoch 37, minibatch 40 / 40, validation error 77.500000 %
epoch 38, minibatch 40 / 40, validation error 77.500000 %
epoch 39, minibatch 40 / 40, validation error 77.500000 %
epoch 40, minibatch 40 / 40, validation error 77.500000 %
epoch 41, minibatch 40 / 40, validation error 77.500000 %
epoch 42, minibatch 40 / 40, validation error 78.000000 %
epoch 43, minibatch 40 / 40, validation error 78.000000 %
epoch 44, minibatch 40 / 40, validation error 78.000000 %
epoch 45, minibatch 40 / 40, validation error 78.000000 %
epoch 46, minibatch 40 / 40, validation error 78.500000 %
epoch 47, minibatch 40 / 40, validation error 78.500000 %
epoch 48, minibatch 40 / 40, validation error 78.500000 %
epoch 49, minibatch 40 / 40, validation error 79.000000 %
epoch 50, minibatch 40 / 40, validation error 78.000000 %
epoch 51, minibatch 40 / 40, validation error 78.000000 %
epoch 52, minibatch 40 / 40, validation error 78.000000 %
epoch 53, minibatch 40 / 40, validation error 78.000000 %
epoch 54, minibatch 40 / 40, validation error 78.000000 %
epoch 55, minibatch 40 / 40, validation error 78.000000 %
epoch 56, minibatch 40 / 40, validation error 77.500000 %
epoch 57, minibatch 40 / 40, validation error 77.500000 %
epoch 58, minibatch 40 / 40, validation error 77.500000 %
epoch 59, minibatch 40 / 40, validation error 77.500000 %
epoch 60, minibatch 40 / 40, validation error 78.000000 %
epoch 61, minibatch 40 / 40, validation error 78.000000 %
epoch 62, minibatch 40 / 40, validation error 78.000000 %
epoch 63, minibatch 40 / 40, validation error 78.000000 %
epoch 64, minibatch 40 / 40, validation error 78.500000 %
epoch 65, minibatch 40 / 40, validation error 78.500000 %
epoch 66, minibatch 40 / 40, validation error 79.500000 %
epoch 67, minibatch 40 / 40, validation error 79.500000 %
epoch 68, minibatch 40 / 40, validation error 80.000000 %
epoch 69, minibatch 40 / 40, validation error 80.000000 %
epoch 70, minibatch 40 / 40, validation error 80.000000 %
epoch 71, minibatch 40 / 40, validation error 79.500000 %
epoch 72, minibatch 40 / 40, validation error 79.500000 %
epoch 73, minibatch 40 / 40, validation error 79.500000 %
epoch 74, minibatch 40 / 40, validation error 79.500000 %
epoch 75, minibatch 40 / 40, validation error 79.500000 %
epoch 76, minibatch 40 / 40, validation error 79.500000 %
epoch 77, minibatch 40 / 40, validation error 80.000000 %
epoch 78, minibatch 40 / 40, validation error 80.000000 %
epoch 79, minibatch 40 / 40, validation error 80.000000 %
epoch 80, minibatch 40 / 40, validation error 80.000000 %
epoch 81, minibatch 40 / 40, validation error 80.500000 %
epoch 82, minibatch 40 / 40, validation error 80.500000 %
epoch 83, minibatch 40 / 40, validation error 80.500000 %
epoch 84, minibatch 40 / 40, validation error 80.500000 %
epoch 85, minibatch 40 / 40, validation error 81.000000 %
epoch 86, minibatch 40 / 40, validation error 80.500000 %
epoch 87, minibatch 40 / 40, validation error 80.500000 %
epoch 88, minibatch 40 / 40, validation error 80.500000 %
epoch 89, minibatch 40 / 40, validation error 81.000000 %
epoch 90, minibatch 40 / 40, validation error 81.000000 %
epoch 91, minibatch 40 / 40, validation error 80.500000 %
epoch 92, minibatch 40 / 40, validation error 80.500000 %
epoch 93, minibatch 40 / 40, validation error 80.500000 %
epoch 94, minibatch 40 / 40, validation error 80.500000 %
epoch 95, minibatch 40 / 40, validation error 80.500000 %
epoch 96, minibatch 40 / 40, validation error 80.500000 %
epoch 97, minibatch 40 / 40, validation error 80.500000 %
epoch 98, minibatch 40 / 40, validation error 80.000000 %
epoch 99, minibatch 40 / 40, validation error 80.000000 %
epoch 100, minibatch 40 / 40, validation error 80.500000 %
epoch 101, minibatch 40 / 40, validation error 80.500000 %
epoch 102, minibatch 40 / 40, validation error 80.500000 %
epoch 103, minibatch 40 / 40, validation error 80.500000 %
epoch 104, minibatch 40 / 40, validation error 80.500000 %
epoch 105, minibatch 40 / 40, validation error 80.500000 %
epoch 106, minibatch 40 / 40, validation error 80.500000 %
epoch 107, minibatch 40 / 40, validation error 80.500000 %
epoch 108, minibatch 40 / 40, validation error 80.500000 %
epoch 109, minibatch 40 / 40, validation error 80.500000 %
epoch 110, minibatch 40 / 40, validation error 80.500000 %
epoch 111, minibatch 40 / 40, validation error 80.500000 %
epoch 112, minibatch 40 / 40, validation error 80.500000 %
epoch 113, minibatch 40 / 40, validation error 80.500000 %
epoch 114, minibatch 40 / 40, validation error 80.500000 %
epoch 115, minibatch 40 / 40, validation error 80.500000 %
epoch 116, minibatch 40 / 40, validation error 80.500000 %
epoch 117, minibatch 40 / 40, validation error 80.500000 %
epoch 118, minibatch 40 / 40, validation error 80.000000 %
epoch 119, minibatch 40 / 40, validation error 80.000000 %
epoch 120, minibatch 40 / 40, validation error 80.000000 %
epoch 121, minibatch 40 / 40, validation error 80.000000 %
epoch 122, minibatch 40 / 40, validation error 80.000000 %
epoch 123, minibatch 40 / 40, validation error 80.000000 %
epoch 124, minibatch 40 / 40, validation error 80.000000 %
epoch 125, minibatch 40 / 40, validation error 79.500000 %
epoch 126, minibatch 40 / 40, validation error 79.500000 %
epoch 127, minibatch 40 / 40, validation error 80.000000 %
epoch 128, minibatch 40 / 40, validation error 80.000000 %
epoch 129, minibatch 40 / 40, validation error 80.000000 %
epoch 130, minibatch 40 / 40, validation error 80.000000 %
epoch 131, minibatch 40 / 40, validation error 79.500000 %
epoch 132, minibatch 40 / 40, validation error 79.500000 %
epoch 133, minibatch 40 / 40, validation error 79.500000 %
epoch 134, minibatch 40 / 40, validation error 80.000000 %
epoch 135, minibatch 40 / 40, validation error 80.000000 %
epoch 136, minibatch 40 / 40, validation error 80.000000 %
epoch 137, minibatch 40 / 40, validation error 80.000000 %
epoch 138, minibatch 40 / 40, validation error 80.000000 %
epoch 139, minibatch 40 / 40, validation error 80.000000 %
epoch 140, minibatch 40 / 40, validation error 80.000000 %
epoch 141, minibatch 40 / 40, validation error 79.500000 %
epoch 142, minibatch 40 / 40, validation error 79.500000 %
epoch 143, minibatch 40 / 40, validation error 79.500000 %
epoch 144, minibatch 40 / 40, validation error 79.500000 %
epoch 145, minibatch 40 / 40, validation error 79.500000 %
epoch 146, minibatch 40 / 40, validation error 79.500000 %
epoch 147, minibatch 40 / 40, validation error 79.000000 %
epoch 148, minibatch 40 / 40, validation error 80.000000 %
epoch 149, minibatch 40 / 40, validation error 80.000000 %
epoch 150, minibatch 40 / 40, validation error 80.000000 %
epoch 151, minibatch 40 / 40, validation error 80.000000 %
epoch 152, minibatch 40 / 40, validation error 80.000000 %
epoch 153, minibatch 40 / 40, validation error 80.000000 %
epoch 154, minibatch 40 / 40, validation error 80.000000 %
epoch 155, minibatch 40 / 40, validation error 80.000000 %
epoch 156, minibatch 40 / 40, validation error 79.500000 %
epoch 157, minibatch 40 / 40, validation error 79.500000 %
epoch 158, minibatch 40 / 40, validation error 79.500000 %
epoch 159, minibatch 40 / 40, validation error 79.000000 %
epoch 160, minibatch 40 / 40, validation error 79.000000 %
epoch 161, minibatch 40 / 40, validation error 79.500000 %
epoch 162, minibatch 40 / 40, validation error 79.500000 %
epoch 163, minibatch 40 / 40, validation error 79.500000 %
epoch 164, minibatch 40 / 40, validation error 79.500000 %
epoch 165, minibatch 40 / 40, validation error 79.500000 %
epoch 166, minibatch 40 / 40, validation error 79.500000 %
epoch 167, minibatch 40 / 40, validation error 79.500000 %
epoch 168, minibatch 40 / 40, validation error 79.500000 %
epoch 169, minibatch 40 / 40, validation error 79.500000 %
epoch 170, minibatch 40 / 40, validation error 79.500000 %
epoch 171, minibatch 40 / 40, validation error 79.500000 %
epoch 172, minibatch 40 / 40, validation error 79.500000 %
epoch 173, minibatch 40 / 40, validation error 79.500000 %
epoch 174, minibatch 40 / 40, validation error 79.500000 %
epoch 175, minibatch 40 / 40, validation error 79.500000 %
epoch 176, minibatch 40 / 40, validation error 79.500000 %
epoch 177, minibatch 40 / 40, validation error 79.500000 %
epoch 178, minibatch 40 / 40, validation error 79.500000 %
epoch 179, minibatch 40 / 40, validation error 79.500000 %
epoch 180, minibatch 40 / 40, validation error 79.500000 %
epoch 181, minibatch 40 / 40, validation error 79.500000 %
epoch 182, minibatch 40 / 40, validation error 79.500000 %
epoch 183, minibatch 40 / 40, validation error 79.500000 %
epoch 184, minibatch 40 / 40, validation error 79.000000 %
epoch 185, minibatch 40 / 40, validation error 79.500000 %
epoch 186, minibatch 40 / 40, validation error 79.500000 %
epoch 187, minibatch 40 / 40, validation error 79.500000 %
epoch 188, minibatch 40 / 40, validation error 79.500000 %
epoch 189, minibatch 40 / 40, validation error 79.500000 %
epoch 190, minibatch 40 / 40, validation error 79.500000 %
epoch 191, minibatch 40 / 40, validation error 79.500000 %
epoch 192, minibatch 40 / 40, validation error 79.500000 %
epoch 193, minibatch 40 / 40, validation error 79.500000 %
epoch 194, minibatch 40 / 40, validation error 79.500000 %
epoch 195, minibatch 40 / 40, validation error 79.500000 %
epoch 196, minibatch 40 / 40, validation error 80.000000 %
epoch 197, minibatch 40 / 40, validation error 80.000000 %
epoch 198, minibatch 40 / 40, validation error 80.000000 %
epoch 199, minibatch 40 / 40, validation error 80.000000 %
epoch 200, minibatch 40 / 40, validation error 80.000000 %
epoch 201, minibatch 40 / 40, validation error 80.000000 %
epoch 202, minibatch 40 / 40, validation error 80.000000 %
epoch 203, minibatch 40 / 40, validation error 79.500000 %
epoch 204, minibatch 40 / 40, validation error 79.500000 %
epoch 205, minibatch 40 / 40, validation error 79.500000 %
epoch 206, minibatch 40 / 40, validation error 79.500000 %
epoch 207, minibatch 40 / 40, validation error 79.500000 %
epoch 208, minibatch 40 / 40, validation error 79.500000 %
epoch 209, minibatch 40 / 40, validation error 79.500000 %
epoch 210, minibatch 40 / 40, validation error 79.500000 %
epoch 211, minibatch 40 / 40, validation error 79.500000 %
epoch 212, minibatch 40 / 40, validation error 79.500000 %
epoch 213, minibatch 40 / 40, validation error 80.000000 %
epoch 214, minibatch 40 / 40, validation error 80.000000 %
epoch 215, minibatch 40 / 40, validation error 80.000000 %
epoch 216, minibatch 40 / 40, validation error 80.500000 %
epoch 217, minibatch 40 / 40, validation error 80.500000 %
epoch 218, minibatch 40 / 40, validation error 80.500000 %
epoch 219, minibatch 40 / 40, validation error 80.500000 %
epoch 220, minibatch 40 / 40, validation error 80.500000 %
epoch 221, minibatch 40 / 40, validation error 80.500000 %
epoch 222, minibatch 40 / 40, validation error 80.500000 %
epoch 223, minibatch 40 / 40, validation error 81.000000 %
epoch 224, minibatch 40 / 40, validation error 81.000000 %
epoch 225, minibatch 40 / 40, validation error 81.000000 %
epoch 226, minibatch 40 / 40, validation error 81.000000 %
epoch 227, minibatch 40 / 40, validation error 81.000000 %
epoch 228, minibatch 40 / 40, validation error 81.500000 %
epoch 229, minibatch 40 / 40, validation error 81.000000 %
epoch 230, minibatch 40 / 40, validation error 81.000000 %
epoch 231, minibatch 40 / 40, validation error 81.000000 %
epoch 232, minibatch 40 / 40, validation error 81.000000 %
epoch 233, minibatch 40 / 40, validation error 81.000000 %
epoch 234, minibatch 40 / 40, validation error 81.000000 %
epoch 235, minibatch 40 / 40, validation error 81.000000 %
epoch 236, minibatch 40 / 40, validation error 81.000000 %
epoch 237, minibatch 40 / 40, validation error 81.000000 %
epoch 238, minibatch 40 / 40, validation error 81.000000 %
epoch 239, minibatch 40 / 40, validation error 81.000000 %
epoch 240, minibatch 40 / 40, validation error 81.000000 %
epoch 241, minibatch 40 / 40, validation error 81.000000 %
epoch 242, minibatch 40 / 40, validation error 81.000000 %
epoch 243, minibatch 40 / 40, validation error 81.500000 %
epoch 244, minibatch 40 / 40, validation error 81.500000 %
epoch 245, minibatch 40 / 40, validation error 81.500000 %
epoch 246, minibatch 40 / 40, validation error 81.500000 %
epoch 247, minibatch 40 / 40, validation error 81.500000 %
epoch 248, minibatch 40 / 40, validation error 81.500000 %
epoch 249, minibatch 40 / 40, validation error 81.500000 %
epoch 250, minibatch 40 / 40, validation error 81.500000 %
optimization complete with best valiation error 77.500000 %
0.517