diff --git a/01_intro.ipynb b/01_intro.ipynb index ab2d57b31..e15e17acb 100644 --- a/01_intro.ipynb +++ b/01_intro.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -517,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -536,9 +536,9 @@ "
\n", "epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.367015 | \n", + "0.281242 | \n", + "0.885656 | \n", + "00:26 | \n", + "
1 | \n", + "0.307688 | \n", + "0.214721 | \n", + "0.915426 | \n", + "00:26 | \n", + "
2 | \n", + "0.275221 | \n", + "0.170615 | \n", + "0.936401 | \n", + "00:26 | \n", + "
3 | \n", + "0.223771 | \n", + "0.159633 | \n", + "0.943843 | \n", + "00:26 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.212744 | \n", + "0.159033 | \n", + "0.944520 | \n", + "00:35 | \n", + "
1 | \n", + "0.201893 | \n", + "0.159615 | \n", + "0.942490 | \n", + "00:35 | \n", + "
2 | \n", + "0.204606 | \n", + "0.152338 | \n", + "0.945196 | \n", + "00:36 | \n", + "
3 | \n", + "0.213203 | \n", + "0.148346 | \n", + "0.947903 | \n", + "00:36 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.169390 | \n", + "0.021388 | \n", + "0.005413 | \n", + "00:14 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.058748 | \n", + "0.009240 | \n", + "0.002706 | \n", + "00:19 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "2.906601 | \n", + "2.347491 | \n", + "00:02 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "1.988776 | \n", + "1.765969 | \n", + "00:02 | \n", + "
1 | \n", + "1.703356 | \n", + "1.265247 | \n", + "00:02 | \n", + "
2 | \n", + "1.591550 | \n", + "1.309860 | \n", + "00:02 | \n", + "
3 | \n", + "1.459745 | \n", + "1.102660 | \n", + "00:02 | \n", + "
4 | \n", + "1.324229 | \n", + "0.948472 | \n", + "00:02 | \n", + "
5 | \n", + "1.205859 | \n", + "0.894631 | \n", + "00:02 | \n", + "
6 | \n", + "1.102528 | \n", + "0.809563 | \n", + "00:02 | \n", + "
7 | \n", + "1.020853 | \n", + "0.805135 | \n", + "00:02 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.594912 | \n", + "0.407416 | \n", + "0.823640 | \n", + "01:35 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.268259 | \n", + "0.316242 | \n", + "0.876000 | \n", + "03:03 | \n", + "
1 | \n", + "0.184861 | \n", + "0.246242 | \n", + "0.898080 | \n", + "03:10 | \n", + "
2 | \n", + "0.136392 | \n", + "0.220086 | \n", + "0.918200 | \n", + "03:16 | \n", + "
3 | \n", + "0.106423 | \n", + "0.191092 | \n", + "0.931360 | \n", + "03:15 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.359960 | \n", + "0.357917 | \n", + "0.831388 | \n", + "00:11 | \n", + "
1 | \n", + "0.353458 | \n", + "0.349657 | \n", + "0.837991 | \n", + "00:10 | \n", + "
2 | \n", + "0.338368 | \n", + "0.346997 | \n", + "0.843213 | \n", + "00:10 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "1.554056 | \n", + "1.428071 | \n", + "00:01 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "1.393103 | \n", + "1.361342 | \n", + "00:01 | \n", + "
1 | \n", + "1.297930 | \n", + "1.159169 | \n", + "00:00 | \n", + "
2 | \n", + "1.052705 | \n", + "0.827934 | \n", + "00:01 | \n", + "
3 | \n", + "0.810124 | \n", + "0.668735 | \n", + "00:01 | \n", + "
4 | \n", + "0.711552 | \n", + "0.627836 | \n", + "00:01 | \n", + "
5 | \n", + "0.657402 | \n", + "0.611715 | \n", + "00:01 | \n", + "
6 | \n", + "0.633079 | \n", + "0.605733 | \n", + "00:01 | \n", + "
7 | \n", + "0.622399 | \n", + "0.602674 | \n", + "00:01 | \n", + "
8 | \n", + "0.629075 | \n", + "0.601671 | \n", + "00:00 | \n", + "
9 | \n", + "0.619955 | \n", + "0.601550 | \n", + "00:01 | \n", + "
\n", + " | userId | \n", + "movieId | \n", + "rating | \n", + "rating_pred | \n", + "
---|---|---|---|---|
0 | \n", + "157 | \n", + "1200 | \n", + "4.0 | \n", + "3.558502 | \n", + "
1 | \n", + "23 | \n", + "344 | \n", + "2.0 | \n", + "2.700709 | \n", + "
2 | \n", + "19 | \n", + "1221 | \n", + "5.0 | \n", + "4.390801 | \n", + "
3 | \n", + "430 | \n", + "592 | \n", + "3.5 | \n", + "3.944848 | \n", + "
4 | \n", + "547 | \n", + "858 | \n", + "4.0 | \n", + "4.076881 | \n", + "
5 | \n", + "292 | \n", + "39 | \n", + "4.5 | \n", + "3.753513 | \n", + "
6 | \n", + "529 | \n", + "1265 | \n", + "4.0 | \n", + "3.349463 | \n", + "
7 | \n", + "19 | \n", + "231 | \n", + "3.0 | \n", + "2.881087 | \n", + "
8 | \n", + "475 | \n", + "4963 | \n", + "4.0 | \n", + "4.023387 | \n", + "
9 | \n", + "130 | \n", + "260 | \n", + "4.5 | \n", + "3.979703 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.235733 | \n", + "0.212541 | \n", + "0.087302 | \n", + "00:05 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.213371 | \n", + "0.112450 | \n", + "0.023810 | \n", + "00:05 | \n", + "
1 | \n", + "0.173855 | \n", + "0.072306 | \n", + "0.023810 | \n", + "00:06 | \n", + "
2 | \n", + "0.147096 | \n", + "0.039068 | \n", + "0.015873 | \n", + "00:06 | \n", + "
3 | \n", + "0.123984 | \n", + "0.026801 | \n", + "0.015873 | \n", + "00:06 | \n", + "
0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "29 | \n", + "150 | \n", + "195 | \n", + "254 | \n", + "255 | \n", + "254 | \n", + "176 | \n", + "193 | \n", + "150 | \n", + "96 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "48 | \n", + "166 | \n", + "224 | \n", + "253 | \n", + "253 | \n", + "234 | \n", + "196 | \n", + "253 | \n", + "253 | \n", + "253 | \n", + "253 | \n", + "233 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
3 | \n", + "0 | \n", + "93 | \n", + "244 | \n", + "249 | \n", + "253 | \n", + "187 | \n", + "46 | \n", + "10 | \n", + "8 | \n", + "4 | \n", + "10 | \n", + "194 | \n", + "253 | \n", + "253 | \n", + "233 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
4 | \n", + "0 | \n", + "107 | \n", + "253 | \n", + "253 | \n", + "230 | \n", + "48 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "192 | \n", + "253 | \n", + "253 | \n", + "156 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
5 | \n", + "0 | \n", + "3 | \n", + "20 | \n", + "20 | \n", + "15 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "43 | \n", + "224 | \n", + "253 | \n", + "245 | \n", + "74 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "249 | \n", + "253 | \n", + "245 | \n", + "126 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "14 | \n", + "101 | \n", + "223 | \n", + "253 | \n", + "248 | \n", + "124 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "11 | \n", + "166 | \n", + "239 | \n", + "253 | \n", + "253 | \n", + "253 | \n", + "187 | \n", + "30 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
9 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "16 | \n", + "248 | \n", + "250 | \n", + "253 | \n", + "253 | \n", + "253 | \n", + "253 | \n", + "232 | \n", + "213 | \n", + "111 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "
10 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "43 | \n", + "98 | \n", + "98 | \n", + "208 | \n", + "253 | \n", + "253 | \n", + "253 | \n", + "253 | \n", + "187 | \n", + "22 | \n", + "0 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "batch_accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.636918 | \n", + "0.503445 | \n", + "0.495584 | \n", + "00:00 | \n", + "
1 | \n", + "0.500283 | \n", + "0.192597 | \n", + "0.839549 | \n", + "00:00 | \n", + "
2 | \n", + "0.184349 | \n", + "0.182295 | \n", + "0.833660 | \n", + "00:00 | \n", + "
3 | \n", + "0.081278 | \n", + "0.107260 | \n", + "0.912169 | \n", + "00:00 | \n", + "
4 | \n", + "0.043316 | \n", + "0.078320 | \n", + "0.932777 | \n", + "00:00 | \n", + "
5 | \n", + "0.028503 | \n", + "0.062712 | \n", + "0.946025 | \n", + "00:00 | \n", + "
6 | \n", + "0.022414 | \n", + "0.052999 | \n", + "0.955348 | \n", + "00:00 | \n", + "
7 | \n", + "0.019704 | \n", + "0.046531 | \n", + "0.962218 | \n", + "00:00 | \n", + "
8 | \n", + "0.018323 | \n", + "0.041979 | \n", + "0.965653 | \n", + "00:00 | \n", + "
9 | \n", + "0.017486 | \n", + "0.038622 | \n", + "0.966634 | \n", + "00:00 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "batch_accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.294820 | \n", + "0.416238 | \n", + "0.504907 | \n", + "00:00 | \n", + "
1 | \n", + "0.141692 | \n", + "0.216893 | \n", + "0.816487 | \n", + "00:00 | \n", + "
2 | \n", + "0.079073 | \n", + "0.110840 | \n", + "0.921001 | \n", + "00:00 | \n", + "
3 | \n", + "0.052444 | \n", + "0.075782 | \n", + "0.941119 | \n", + "00:00 | \n", + "
4 | \n", + "0.040078 | \n", + "0.059658 | \n", + "0.957802 | \n", + "00:00 | \n", + "
5 | \n", + "0.033729 | \n", + "0.050542 | \n", + "0.962709 | \n", + "00:00 | \n", + "
6 | \n", + "0.030057 | \n", + "0.044751 | \n", + "0.965653 | \n", + "00:00 | \n", + "
7 | \n", + "0.027653 | \n", + "0.040775 | \n", + "0.967615 | \n", + "00:00 | \n", + "
8 | \n", + "0.025914 | \n", + "0.037867 | \n", + "0.969087 | \n", + "00:00 | \n", + "
9 | \n", + "0.024563 | \n", + "0.035642 | \n", + "0.970069 | \n", + "00:00 | \n", + "
10 | \n", + "0.023465 | \n", + "0.033873 | \n", + "0.972031 | \n", + "00:00 | \n", + "
11 | \n", + "0.022547 | \n", + "0.032421 | \n", + "0.972031 | \n", + "00:00 | \n", + "
12 | \n", + "0.021761 | \n", + "0.031202 | \n", + "0.973013 | \n", + "00:00 | \n", + "
13 | \n", + "0.021081 | \n", + "0.030153 | \n", + "0.974485 | \n", + "00:00 | \n", + "
14 | \n", + "0.020482 | \n", + "0.029238 | \n", + "0.974485 | \n", + "00:00 | \n", + "
15 | \n", + "0.019949 | \n", + "0.028429 | \n", + "0.975957 | \n", + "00:00 | \n", + "
16 | \n", + "0.019472 | \n", + "0.027706 | \n", + "0.976938 | \n", + "00:00 | \n", + "
17 | \n", + "0.019039 | \n", + "0.027055 | \n", + "0.977429 | \n", + "00:00 | \n", + "
18 | \n", + "0.018645 | \n", + "0.026466 | \n", + "0.977920 | \n", + "00:00 | \n", + "
19 | \n", + "0.018283 | \n", + "0.025931 | \n", + "0.977920 | \n", + "00:00 | \n", + "
20 | \n", + "0.017950 | \n", + "0.025441 | \n", + "0.978901 | \n", + "00:00 | \n", + "
21 | \n", + "0.017641 | \n", + "0.024991 | \n", + "0.979882 | \n", + "00:00 | \n", + "
22 | \n", + "0.017353 | \n", + "0.024576 | \n", + "0.979882 | \n", + "00:00 | \n", + "
23 | \n", + "0.017084 | \n", + "0.024192 | \n", + "0.980373 | \n", + "00:00 | \n", + "
24 | \n", + "0.016832 | \n", + "0.023837 | \n", + "0.980864 | \n", + "00:00 | \n", + "
25 | \n", + "0.016595 | \n", + "0.023506 | \n", + "0.981354 | \n", + "00:00 | \n", + "
26 | \n", + "0.016371 | \n", + "0.023198 | \n", + "0.981354 | \n", + "00:00 | \n", + "
27 | \n", + "0.016159 | \n", + "0.022910 | \n", + "0.981845 | \n", + "00:00 | \n", + "
28 | \n", + "0.015959 | \n", + "0.022641 | \n", + "0.981845 | \n", + "00:00 | \n", + "
29 | \n", + "0.015768 | \n", + "0.022389 | \n", + "0.981845 | \n", + "00:00 | \n", + "
30 | \n", + "0.015587 | \n", + "0.022154 | \n", + "0.981845 | \n", + "00:00 | \n", + "
31 | \n", + "0.015414 | \n", + "0.021932 | \n", + "0.981845 | \n", + "00:00 | \n", + "
32 | \n", + "0.015249 | \n", + "0.021725 | \n", + "0.981845 | \n", + "00:00 | \n", + "
33 | \n", + "0.015092 | \n", + "0.021529 | \n", + "0.982336 | \n", + "00:00 | \n", + "
34 | \n", + "0.014941 | \n", + "0.021345 | \n", + "0.982336 | \n", + "00:00 | \n", + "
35 | \n", + "0.014796 | \n", + "0.021171 | \n", + "0.982826 | \n", + "00:00 | \n", + "
36 | \n", + "0.014658 | \n", + "0.021007 | \n", + "0.982826 | \n", + "00:00 | \n", + "
37 | \n", + "0.014524 | \n", + "0.020852 | \n", + "0.982826 | \n", + "00:00 | \n", + "
38 | \n", + "0.014396 | \n", + "0.020704 | \n", + "0.983317 | \n", + "00:00 | \n", + "
39 | \n", + "0.014272 | \n", + "0.020564 | \n", + "0.983317 | \n", + "00:00 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.125685 | \n", + "0.026256 | \n", + "0.992640 | \n", + "00:11 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.491732 | \n", + "0.337355 | \n", + "0.108254 | \n", + "00:18 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.503154 | \n", + "0.293404 | \n", + "0.096076 | \n", + "00:23 | \n", + "
1 | \n", + "0.314759 | \n", + "0.225316 | \n", + "0.066306 | \n", + "00:23 | \n", + "
3 | 7 | targ | idx | loss |
---|---|---|---|---|
0.602469 | \n", + "0.397531 | \n", + "0 | \n", + "0 | \n", + "0.602469 | \n", + "
0.502065 | \n", + "0.497935 | \n", + "1 | \n", + "1 | \n", + "0.497935 | \n", + "
0.133188 | \n", + "0.866811 | \n", + "0 | \n", + "2 | \n", + "0.133188 | \n", + "
0.99664 | \n", + "0.00336017 | \n", + "1 | \n", + "3 | \n", + "0.00336017 | \n", + "
0.595949 | \n", + "0.404051 | \n", + "1 | \n", + "4 | \n", + "0.404051 | \n", + "
0.366118 | \n", + "0.633882 | \n", + "0 | \n", + "5 | \n", + "0.366118 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "8.946717 | \n", + "47.954632 | \n", + "0.893775 | \n", + "00:20 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "7.231843 | \n", + "4.119265 | \n", + "0.954668 | \n", + "00:24 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.071820 | \n", + "0.427476 | \n", + "0.133965 | \n", + "00:19 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.738273 | \n", + "0.541828 | \n", + "0.150880 | \n", + "00:24 | \n", + "
1 | \n", + "0.401544 | \n", + "0.266623 | \n", + "0.081867 | \n", + "00:24 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.188042 | \n", + "0.355024 | \n", + "0.102842 | \n", + "00:20 | \n", + "
1 | \n", + "0.534234 | \n", + "0.302453 | \n", + "0.094723 | \n", + "00:20 | \n", + "
2 | \n", + "0.325031 | \n", + "0.222268 | \n", + "0.074425 | \n", + "00:20 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.263579 | \n", + "0.217419 | \n", + "0.069012 | \n", + "00:24 | \n", + "
1 | \n", + "0.253060 | \n", + "0.210346 | \n", + "0.062923 | \n", + "00:24 | \n", + "
2 | \n", + "0.224340 | \n", + "0.207357 | \n", + "0.060217 | \n", + "00:24 | \n", + "
3 | \n", + "0.200195 | \n", + "0.207244 | \n", + "0.061570 | \n", + "00:24 | \n", + "
4 | \n", + "0.194269 | \n", + "0.200149 | \n", + "0.059540 | \n", + "00:25 | \n", + "
5 | \n", + "0.173164 | \n", + "0.202301 | \n", + "0.059540 | \n", + "00:25 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.145300 | \n", + "0.345568 | \n", + "0.119756 | \n", + "00:20 | \n", + "
1 | \n", + "0.533986 | \n", + "0.251944 | \n", + "0.077131 | \n", + "00:20 | \n", + "
2 | \n", + "0.317696 | \n", + "0.208371 | \n", + "0.069012 | \n", + "00:20 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.257977 | \n", + "0.205400 | \n", + "0.067659 | \n", + "00:25 | \n", + "
1 | \n", + "0.246763 | \n", + "0.205107 | \n", + "0.066306 | \n", + "00:25 | \n", + "
2 | \n", + "0.240595 | \n", + "0.193848 | \n", + "0.062246 | \n", + "00:25 | \n", + "
3 | \n", + "0.209988 | \n", + "0.198061 | \n", + "0.062923 | \n", + "00:25 | \n", + "
4 | \n", + "0.194756 | \n", + "0.193130 | \n", + "0.064276 | \n", + "00:25 | \n", + "
5 | \n", + "0.169985 | \n", + "0.187885 | \n", + "0.056157 | \n", + "00:25 | \n", + "
6 | \n", + "0.153205 | \n", + "0.186145 | \n", + "0.058863 | \n", + "00:25 | \n", + "
7 | \n", + "0.141480 | \n", + "0.185316 | \n", + "0.053451 | \n", + "00:25 | \n", + "
8 | \n", + "0.128564 | \n", + "0.180999 | \n", + "0.051421 | \n", + "00:25 | \n", + "
9 | \n", + "0.126941 | \n", + "0.186288 | \n", + "0.054127 | \n", + "00:25 | \n", + "
10 | \n", + "0.130064 | \n", + "0.181764 | \n", + "0.054127 | \n", + "00:25 | \n", + "
11 | \n", + "0.124281 | \n", + "0.181855 | \n", + "0.054127 | \n", + "00:25 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.427505 | \n", + "0.310554 | \n", + "0.098782 | \n", + "00:21 | \n", + "
1 | \n", + "0.606785 | \n", + "0.302325 | \n", + "0.094723 | \n", + "00:22 | \n", + "
2 | \n", + "0.409267 | \n", + "0.294803 | \n", + "0.091340 | \n", + "00:21 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.261121 | \n", + "0.274507 | \n", + "0.083897 | \n", + "00:26 | \n", + "
1 | \n", + "0.296653 | \n", + "0.318649 | \n", + "0.084574 | \n", + "00:26 | \n", + "
2 | \n", + "0.242356 | \n", + "0.253677 | \n", + "0.069012 | \n", + "00:26 | \n", + "
3 | \n", + "0.150684 | \n", + "0.251438 | \n", + "0.065629 | \n", + "00:26 | \n", + "
4 | \n", + "0.094997 | \n", + "0.239772 | \n", + "0.064276 | \n", + "00:26 | \n", + "
5 | \n", + "0.061144 | \n", + "0.228082 | \n", + "0.054804 | \n", + "00:26 | \n", + "
\n", + " | fname | \n", + "labels | \n", + "is_valid | \n", + "
---|---|---|---|
0 | \n", + "000005.jpg | \n", + "chair | \n", + "True | \n", + "
1 | \n", + "000007.jpg | \n", + "car | \n", + "True | \n", + "
2 | \n", + "000009.jpg | \n", + "horse person | \n", + "True | \n", + "
3 | \n", + "000012.jpg | \n", + "car | \n", + "False | \n", + "
4 | \n", + "000016.jpg | \n", + "bicycle | \n", + "True | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy_multi | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.903610 | \n", + "0.659728 | \n", + "0.263068 | \n", + "00:07 | \n", + "
1 | \n", + "0.724266 | \n", + "0.346332 | \n", + "0.525458 | \n", + "00:07 | \n", + "
2 | \n", + "0.415597 | \n", + "0.125662 | \n", + "0.937590 | \n", + "00:07 | \n", + "
3 | \n", + "0.254987 | \n", + "0.116880 | \n", + "0.945418 | \n", + "00:07 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy_multi | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.123872 | \n", + "0.132634 | \n", + "0.940179 | \n", + "00:08 | \n", + "
1 | \n", + "0.112387 | \n", + "0.113758 | \n", + "0.949343 | \n", + "00:08 | \n", + "
2 | \n", + "0.092151 | \n", + "0.104368 | \n", + "0.951195 | \n", + "00:08 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "0.045840 | \n", + "0.012957 | \n", + "00:36 | \n", + "
1 | \n", + "0.006369 | \n", + "0.001853 | \n", + "00:36 | \n", + "
2 | \n", + "0.003000 | \n", + "0.000496 | \n", + "00:37 | \n", + "
3 | \n", + "0.001963 | \n", + "0.000360 | \n", + "00:37 | \n", + "
4 | \n", + "0.001584 | \n", + "0.000116 | \n", + "00:36 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.583403 | \n", + "2.064317 | \n", + "0.401792 | \n", + "01:03 | \n", + "
1 | \n", + "1.208877 | \n", + "1.260106 | \n", + "0.601568 | \n", + "01:02 | \n", + "
2 | \n", + "0.925265 | \n", + "1.036154 | \n", + "0.664302 | \n", + "01:03 | \n", + "
3 | \n", + "0.730190 | \n", + "0.700906 | \n", + "0.777819 | \n", + "01:03 | \n", + "
4 | \n", + "0.585707 | \n", + "0.541810 | \n", + "0.825243 | \n", + "01:03 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.632865 | \n", + "2.250024 | \n", + "0.391337 | \n", + "01:02 | \n", + "
1 | \n", + "1.294041 | \n", + "1.579932 | \n", + "0.517177 | \n", + "01:02 | \n", + "
2 | \n", + "0.960535 | \n", + "1.069164 | \n", + "0.657207 | \n", + "01:04 | \n", + "
3 | \n", + "0.730220 | \n", + "0.767433 | \n", + "0.771845 | \n", + "01:05 | \n", + "
4 | \n", + "0.577889 | \n", + "0.550673 | \n", + "0.824496 | \n", + "01:06 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.902943 | \n", + "2.447006 | \n", + "0.401419 | \n", + "00:30 | \n", + "
1 | \n", + "1.315203 | \n", + "1.572992 | \n", + "0.525765 | \n", + "00:30 | \n", + "
2 | \n", + "1.001199 | \n", + "0.767886 | \n", + "0.759149 | \n", + "00:30 | \n", + "
3 | \n", + "0.765864 | \n", + "0.665562 | \n", + "0.797984 | \n", + "00:30 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.985213 | \n", + "1.654063 | \n", + "0.565721 | \n", + "01:06 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.706869 | \n", + "0.689622 | \n", + "0.784541 | \n", + "01:07 | \n", + "
1 | \n", + "0.739217 | \n", + "0.928541 | \n", + "0.712472 | \n", + "01:07 | \n", + "
2 | \n", + "0.629462 | \n", + "0.788906 | \n", + "0.764003 | \n", + "01:07 | \n", + "
3 | \n", + "0.491912 | \n", + "0.502622 | \n", + "0.836445 | \n", + "01:06 | \n", + "
4 | \n", + "0.414880 | \n", + "0.431332 | \n", + "0.863331 | \n", + "01:06 | \n", + "
\n", + " | user | \n", + "movie | \n", + "rating | \n", + "timestamp | \n", + "
---|---|---|---|---|
0 | \n", + "196 | \n", + "242 | \n", + "3 | \n", + "881250949 | \n", + "
1 | \n", + "186 | \n", + "302 | \n", + "3 | \n", + "891717742 | \n", + "
2 | \n", + "22 | \n", + "377 | \n", + "1 | \n", + "878887116 | \n", + "
3 | \n", + "244 | \n", + "51 | \n", + "2 | \n", + "880606923 | \n", + "
4 | \n", + "166 | \n", + "346 | \n", + "1 | \n", + "886397596 | \n", + "
\n", + " | movie | \n", + "title | \n", + "
---|---|---|
0 | \n", + "1 | \n", + "Toy Story (1995) | \n", + "
1 | \n", + "2 | \n", + "GoldenEye (1995) | \n", + "
2 | \n", + "3 | \n", + "Four Rooms (1995) | \n", + "
3 | \n", + "4 | \n", + "Get Shorty (1995) | \n", + "
4 | \n", + "5 | \n", + "Copycat (1995) | \n", + "
\n", + " | user | \n", + "movie | \n", + "rating | \n", + "timestamp | \n", + "title | \n", + "
---|---|---|---|---|---|
0 | \n", + "196 | \n", + "242 | \n", + "3 | \n", + "881250949 | \n", + "Kolya (1996) | \n", + "
1 | \n", + "63 | \n", + "242 | \n", + "3 | \n", + "875747190 | \n", + "Kolya (1996) | \n", + "
2 | \n", + "226 | \n", + "242 | \n", + "5 | \n", + "883888671 | \n", + "Kolya (1996) | \n", + "
3 | \n", + "154 | \n", + "242 | \n", + "3 | \n", + "879138235 | \n", + "Kolya (1996) | \n", + "
4 | \n", + "306 | \n", + "242 | \n", + "5 | \n", + "876503793 | \n", + "Kolya (1996) | \n", + "
\n", + " | user | \n", + "title | \n", + "rating | \n", + "
---|---|---|---|
0 | \n", + "207 | \n", + "Four Weddings and a Funeral (1994) | \n", + "3 | \n", + "
1 | \n", + "565 | \n", + "Remains of the Day, The (1993) | \n", + "5 | \n", + "
2 | \n", + "506 | \n", + "Kids (1995) | \n", + "1 | \n", + "
3 | \n", + "845 | \n", + "Chasing Amy (1997) | \n", + "3 | \n", + "
4 | \n", + "798 | \n", + "Being Human (1993) | \n", + "2 | \n", + "
5 | \n", + "500 | \n", + "Down by Law (1986) | \n", + "4 | \n", + "
6 | \n", + "409 | \n", + "Much Ado About Nothing (1993) | \n", + "3 | \n", + "
7 | \n", + "721 | \n", + "Braveheart (1995) | \n", + "5 | \n", + "
8 | \n", + "316 | \n", + "Psycho (1960) | \n", + "2 | \n", + "
9 | \n", + "883 | \n", + "Judgment Night (1993) | \n", + "5 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "1.326261 | \n", + "1.295701 | \n", + "00:12 | \n", + "
1 | \n", + "1.091352 | \n", + "1.091475 | \n", + "00:11 | \n", + "
2 | \n", + "0.961574 | \n", + "0.977690 | \n", + "00:11 | \n", + "
3 | \n", + "0.829995 | \n", + "0.893122 | \n", + "00:11 | \n", + "
4 | \n", + "0.781661 | \n", + "0.876511 | \n", + "00:12 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "0.976380 | \n", + "1.001455 | \n", + "00:12 | \n", + "
1 | \n", + "0.875964 | \n", + "0.919960 | \n", + "00:12 | \n", + "
2 | \n", + "0.685377 | \n", + "0.870664 | \n", + "00:12 | \n", + "
3 | \n", + "0.483701 | \n", + "0.874071 | \n", + "00:12 | \n", + "
4 | \n", + "0.385249 | \n", + "0.878055 | \n", + "00:12 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "0.929161 | \n", + "0.936303 | \n", + "00:13 | \n", + "
1 | \n", + "0.820444 | \n", + "0.861306 | \n", + "00:13 | \n", + "
2 | \n", + "0.621612 | \n", + "0.865306 | \n", + "00:14 | \n", + "
3 | \n", + "0.404648 | \n", + "0.886448 | \n", + "00:13 | \n", + "
4 | \n", + "0.292948 | \n", + "0.892580 | \n", + "00:13 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "0.972090 | \n", + "0.962366 | \n", + "00:13 | \n", + "
1 | \n", + "0.875591 | \n", + "0.885106 | \n", + "00:13 | \n", + "
2 | \n", + "0.723798 | \n", + "0.839880 | \n", + "00:13 | \n", + "
3 | \n", + "0.586002 | \n", + "0.823225 | \n", + "00:13 | \n", + "
4 | \n", + "0.490980 | \n", + "0.823060 | \n", + "00:13 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "0.962146 | \n", + "0.936952 | \n", + "00:14 | \n", + "
1 | \n", + "0.858084 | \n", + "0.884951 | \n", + "00:14 | \n", + "
2 | \n", + "0.740883 | \n", + "0.838549 | \n", + "00:14 | \n", + "
3 | \n", + "0.592497 | \n", + "0.823599 | \n", + "00:14 | \n", + "
4 | \n", + "0.473570 | \n", + "0.824263 | \n", + "00:14 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "0.931751 | \n", + "0.953806 | \n", + "00:13 | \n", + "
1 | \n", + "0.851826 | \n", + "0.878119 | \n", + "00:13 | \n", + "
2 | \n", + "0.715254 | \n", + "0.834711 | \n", + "00:13 | \n", + "
3 | \n", + "0.583173 | \n", + "0.821470 | \n", + "00:13 | \n", + "
4 | \n", + "0.496625 | \n", + "0.821688 | \n", + "00:13 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "0.940104 | \n", + "0.959786 | \n", + "00:15 | \n", + "
1 | \n", + "0.893943 | \n", + "0.905222 | \n", + "00:14 | \n", + "
2 | \n", + "0.865591 | \n", + "0.875238 | \n", + "00:14 | \n", + "
3 | \n", + "0.800177 | \n", + "0.867468 | \n", + "00:14 | \n", + "
4 | \n", + "0.760255 | \n", + "0.867455 | \n", + "00:14 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "1.002747 | \n", + "0.972392 | \n", + "00:16 | \n", + "
1 | \n", + "0.926903 | \n", + "0.922348 | \n", + "00:16 | \n", + "
2 | \n", + "0.877160 | \n", + "0.893401 | \n", + "00:16 | \n", + "
3 | \n", + "0.838334 | \n", + "0.865040 | \n", + "00:16 | \n", + "
4 | \n", + "0.781666 | \n", + "0.864936 | \n", + "00:16 | \n", + "
\n", + " | UsageBand | \n", + "fiModelDesc | \n", + "fiBaseModel | \n", + "fiSecondaryDesc | \n", + "fiModelSeries | \n", + "fiModelDescriptor | \n", + "ProductSize | \n", + "fiProductClassDesc | \n", + "state | \n", + "ProductGroup | \n", + "ProductGroupDesc | \n", + "Drive_System | \n", + "Enclosure | \n", + "Forks | \n", + "Pad_Type | \n", + "Ride_Control | \n", + "Stick | \n", + "Transmission | \n", + "Turbocharged | \n", + "Blade_Extension | \n", + "Blade_Width | \n", + "Enclosure_Type | \n", + "Engine_Horsepower | \n", + "Hydraulics | \n", + "Pushblock | \n", + "Ripper | \n", + "Scarifier | \n", + "Tip_Control | \n", + "Tire_Size | \n", + "Coupler | \n", + "Coupler_System | \n", + "Grouser_Tracks | \n", + "Hydraulics_Flow | \n", + "Track_Type | \n", + "Undercarriage_Pad_Width | \n", + "Stick_Length | \n", + "Thumb | \n", + "Pattern_Changer | \n", + "Grouser_Type | \n", + "Backhoe_Mounting | \n", + "Blade_Type | \n", + "Travel_Controls | \n", + "Differential_Type | \n", + "Steering_Controls | \n", + "saleIs_month_end | \n", + "saleIs_month_start | \n", + "saleIs_quarter_end | \n", + "saleIs_quarter_start | \n", + "saleIs_year_end | \n", + "saleIs_year_start | \n", + "SalesID_na | \n", + "MachineID_na | \n", + "ModelID_na | \n", + "datasource_na | \n", + "auctioneerID_na | \n", + "YearMade_na | \n", + "MachineHoursCurrentMeter_na | \n", + "saleYear_na | \n", + "saleMonth_na | \n", + "saleWeek_na | \n", + "saleDay_na | \n", + "saleDayofweek_na | \n", + "saleDayofyear_na | \n", + "saleElapsed_na | \n", + "SalesID | \n", + "MachineID | \n", + "ModelID | \n", + "datasource | \n", + "auctioneerID | \n", + "YearMade | \n", + "MachineHoursCurrentMeter | \n", + "saleYear | \n", + "saleMonth | \n", + "saleWeek | \n", + "saleDay | \n", + "saleDayofweek | \n", + "saleDayofyear | \n", + "saleElapsed | \n", + "SalePrice | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "Low | \n", + "521D | \n", + "521 | \n", + "D | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "Wheel Loader - 110.0 to 120.0 Horsepower | \n", + "Alabama | \n", + "WL | \n", + "Wheel Loader | \n", + "#na# | \n", + "EROPS w AC | \n", + "None or Unspecified | \n", + "#na# | \n", + "None or Unspecified | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "2 Valve | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "None or Unspecified | \n", + "None or Unspecified | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "Standard | \n", + "Conventional | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "1139246 | \n", + "999089 | \n", + "3157 | \n", + "121 | \n", + "3.0 | \n", + "2004 | \n", + "68.0 | \n", + "2006 | \n", + "11 | \n", + "46 | \n", + "16 | \n", + "3 | \n", + "320 | \n", + "1163635200 | \n", + "11.097410 | \n", + "
1 | \n", + "Low | \n", + "950FII | \n", + "950 | \n", + "F | \n", + "II | \n", + "#na# | \n", + "Medium | \n", + "Wheel Loader - 150.0 to 175.0 Horsepower | \n", + "North Carolina | \n", + "WL | \n", + "Wheel Loader | \n", + "#na# | \n", + "EROPS w AC | \n", + "None or Unspecified | \n", + "#na# | \n", + "None or Unspecified | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "2 Valve | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "23.5 | \n", + "None or Unspecified | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "Standard | \n", + "Conventional | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "1139248 | \n", + "117657 | \n", + "77 | \n", + "121 | \n", + "3.0 | \n", + "1996 | \n", + "4640.0 | \n", + "2004 | \n", + "3 | \n", + "13 | \n", + "26 | \n", + "4 | \n", + "86 | \n", + "1080259200 | \n", + "10.950807 | \n", + "
2 | \n", + "High | \n", + "226 | \n", + "226 | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "Skid Steer Loader - 1351.0 to 1601.0 Lb Operating Capacity | \n", + "New York | \n", + "SSL | \n", + "Skid Steer Loaders | \n", + "#na# | \n", + "OROPS | \n", + "None or Unspecified | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "Auxiliary | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "None or Unspecified | \n", + "None or Unspecified | \n", + "None or Unspecified | \n", + "Standard | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "#na# | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "1139249 | \n", + "434808 | \n", + "7009 | \n", + "121 | \n", + "3.0 | \n", + "2001 | \n", + "2838.0 | \n", + "2004 | \n", + "2 | \n", + "9 | \n", + "26 | \n", + "3 | \n", + "57 | \n", + "1077753600 | \n", + "9.210340 | \n", + "
\n", + " | SalesID | \n", + "SalePrice | \n", + "MachineID | \n", + "ModelID | \n", + "... | \n", + "saleDay_na | \n", + "saleDayofweek_na | \n", + "saleDayofyear_na | \n", + "saleElapsed_na | \n", + "
---|---|---|---|---|---|---|---|---|---|
0 | \n", + "1139246 | \n", + "11.097410 | \n", + "999089 | \n", + "3157 | \n", + "... | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "
1 | \n", + "1139248 | \n", + "10.950807 | \n", + "117657 | \n", + "77 | \n", + "... | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "
2 | \n", + "1139249 | \n", + "9.210340 | \n", + "434808 | \n", + "7009 | \n", + "... | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "
3 rows × 79 columns
\n", + "\n", + " | cols | \n", + "imp | \n", + "
---|---|---|
69 | \n", + "YearMade | \n", + "0.182890 | \n", + "
6 | \n", + "ProductSize | \n", + "0.127268 | \n", + "
30 | \n", + "Coupler_System | \n", + "0.117698 | \n", + "
7 | \n", + "fiProductClassDesc | \n", + "0.069939 | \n", + "
66 | \n", + "ModelID | \n", + "0.057263 | \n", + "
77 | \n", + "saleElapsed | \n", + "0.050113 | \n", + "
32 | \n", + "Hydraulics_Flow | \n", + "0.047091 | \n", + "
3 | \n", + "fiSecondaryDesc | \n", + "0.041225 | \n", + "
31 | \n", + "Grouser_Tracks | \n", + "0.031988 | \n", + "
1 | \n", + "fiModelDesc | \n", + "0.031838 | \n", + "
\n", + " | cols | \n", + "imp | \n", + "
---|---|---|
5 | \n", + "saleElapsed | \n", + "0.859446 | \n", + "
9 | \n", + "SalesID | \n", + "0.119325 | \n", + "
13 | \n", + "MachineID | \n", + "0.014259 | \n", + "
0 | \n", + "YearMade | \n", + "0.001793 | \n", + "
8 | \n", + "fiModelDesc | \n", + "0.001740 | \n", + "
11 | \n", + "Enclosure | \n", + "0.000657 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "time | \n", + "
---|---|---|---|
0 | \n", + "0.069705 | \n", + "0.062389 | \n", + "00:11 | \n", + "
1 | \n", + "0.056253 | \n", + "0.058489 | \n", + "00:11 | \n", + "
2 | \n", + "0.048385 | \n", + "0.052256 | \n", + "00:11 | \n", + "
3 | \n", + "0.043400 | \n", + "0.050743 | \n", + "00:11 | \n", + "
4 | \n", + "0.040358 | \n", + "0.050986 | \n", + "00:11 | \n", + "
xxbos | \n", + "xxmaj | \n", + "in | \n", + "this | \n", + "chapter | \n", + ", | \n", + "we | \n", + "will | \n", + "go | \n", + "back | \n", + "over | \n", + "the | \n", + "example | \n", + "of | \n", + "classifying | \n", + "
movie | \n", + "reviews | \n", + "we | \n", + "studied | \n", + "in | \n", + "chapter | \n", + "1 | \n", + "and | \n", + "dig | \n", + "deeper | \n", + "under | \n", + "the | \n", + "surface | \n", + ". | \n", + "xxmaj | \n", + "
first | \n", + "we | \n", + "will | \n", + "look | \n", + "at | \n", + "the | \n", + "processing | \n", + "steps | \n", + "necessary | \n", + "to | \n", + "convert | \n", + "text | \n", + "into | \n", + "numbers | \n", + "and | \n", + "
how | \n", + "to | \n", + "customize | \n", + "it | \n", + ". | \n", + "xxmaj | \n", + "by | \n", + "doing | \n", + "this | \n", + ", | \n", + "we | \n", + "'ll | \n", + "have | \n", + "another | \n", + "example | \n", + "
of | \n", + "the | \n", + "preprocessor | \n", + "used | \n", + "in | \n", + "the | \n", + "data | \n", + "block | \n", + "xxup | \n", + "api | \n", + ". | \n", + "\\n | \n", + "xxmaj | \n", + "then | \n", + "we | \n", + "
will | \n", + "study | \n", + "how | \n", + "we | \n", + "build | \n", + "a | \n", + "language | \n", + "model | \n", + "and | \n", + "train | \n", + "it | \n", + "for | \n", + "a | \n", + "while | \n", + ". | \n", + "
xxbos | \n", + "xxmaj | \n", + "in | \n", + "this | \n", + "chapter | \n", + "
movie | \n", + "reviews | \n", + "we | \n", + "studied | \n", + "in | \n", + "
first | \n", + "we | \n", + "will | \n", + "look | \n", + "at | \n", + "
how | \n", + "to | \n", + "customize | \n", + "it | \n", + ". | \n", + "
of | \n", + "the | \n", + "preprocessor | \n", + "used | \n", + "in | \n", + "
will | \n", + "study | \n", + "how | \n", + "we | \n", + "build | \n", + "
, | \n", + "we | \n", + "will | \n", + "go | \n", + "back | \n", + "
chapter | \n", + "1 | \n", + "and | \n", + "dig | \n", + "deeper | \n", + "
the | \n", + "processing | \n", + "steps | \n", + "necessary | \n", + "to | \n", + "
xxmaj | \n", + "by | \n", + "doing | \n", + "this | \n", + ", | \n", + "
the | \n", + "data | \n", + "block | \n", + "xxup | \n", + "api | \n", + "
a | \n", + "language | \n", + "model | \n", + "and | \n", + "train | \n", + "
over | \n", + "the | \n", + "example | \n", + "of | \n", + "classifying | \n", + "
under | \n", + "the | \n", + "surface | \n", + ". | \n", + "xxmaj | \n", + "
convert | \n", + "text | \n", + "into | \n", + "numbers | \n", + "and | \n", + "
we | \n", + "'ll | \n", + "have | \n", + "another | \n", + "example | \n", + "
. | \n", + "\\n | \n", + "xxmaj | \n", + "then | \n", + "we | \n", + "
it | \n", + "for | \n", + "a | \n", + "while | \n", + ". | \n", + "
\n", + " | text | \n", + "text_ | \n", + "
---|---|---|
0 | \n", + "xxbos xxmaj it 's awesome ! xxmaj in xxmaj story xxmaj mode , your going from punk to pro . xxmaj you have to complete goals that involve skating , driving , and walking . xxmaj you create your own skater and give it a name , and you can make it look stupid or realistic . xxmaj you are with your friend xxmaj eric throughout the game until he betrays you and gets you kicked off of the skateboard | \n", + "xxmaj it 's awesome ! xxmaj in xxmaj story xxmaj mode , your going from punk to pro . xxmaj you have to complete goals that involve skating , driving , and walking . xxmaj you create your own skater and give it a name , and you can make it look stupid or realistic . xxmaj you are with your friend xxmaj eric throughout the game until he betrays you and gets you kicked off of the skateboard xxunk | \n", + "
1 | \n", + "what xxmaj i 've read , xxmaj death xxmaj bed is based on an actual dream , xxmaj george xxmaj barry , the director , successfully transferred dream to film , only a genius could accomplish such a task . \\n\\n xxmaj old mansions make for good quality horror , as do portraits , not sure what to make of the killer bed with its killer yellow liquid , quite a bizarre dream , indeed . xxmaj also , this | \n", + "xxmaj i 've read , xxmaj death xxmaj bed is based on an actual dream , xxmaj george xxmaj barry , the director , successfully transferred dream to film , only a genius could accomplish such a task . \\n\\n xxmaj old mansions make for good quality horror , as do portraits , not sure what to make of the killer bed with its killer yellow liquid , quite a bizarre dream , indeed . xxmaj also , this is | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "perplexity | \n", + "time | \n", + "
---|---|---|---|---|---|
0 | \n", + "4.120048 | \n", + "3.912788 | \n", + "0.299565 | \n", + "50.038246 | \n", + "11:39 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "perplexity | \n", + "time | \n", + "
---|---|---|---|---|---|
0 | \n", + "3.893486 | \n", + "3.772820 | \n", + "0.317104 | \n", + "43.502548 | \n", + "12:37 | \n", + "
1 | \n", + "3.820479 | \n", + "3.717197 | \n", + "0.323790 | \n", + "41.148880 | \n", + "12:30 | \n", + "
2 | \n", + "3.735622 | \n", + "3.659760 | \n", + "0.330321 | \n", + "38.851997 | \n", + "12:09 | \n", + "
3 | \n", + "3.677086 | \n", + "3.624794 | \n", + "0.333960 | \n", + "37.516987 | \n", + "12:12 | \n", + "
4 | \n", + "3.636646 | \n", + "3.601300 | \n", + "0.337017 | \n", + "36.645859 | \n", + "12:05 | \n", + "
5 | \n", + "3.553636 | \n", + "3.584241 | \n", + "0.339355 | \n", + "36.026001 | \n", + "12:04 | \n", + "
6 | \n", + "3.507634 | \n", + "3.571892 | \n", + "0.341353 | \n", + "35.583862 | \n", + "12:08 | \n", + "
7 | \n", + "3.444101 | \n", + "3.565988 | \n", + "0.342194 | \n", + "35.374371 | \n", + "12:08 | \n", + "
8 | \n", + "3.398597 | \n", + "3.566283 | \n", + "0.342647 | \n", + "35.384815 | \n", + "12:11 | \n", + "
9 | \n", + "3.375563 | \n", + "3.568166 | \n", + "0.342528 | \n", + "35.451500 | \n", + "12:05 | \n", + "
\n", + " | text | \n", + "category | \n", + "
---|---|---|
0 | \n", + "xxbos i rate this movie with 3 skulls , only coz the girls knew how to scream , this could 've been a better movie , if actors were better , the twins were xxup ok , i believed they were evil , but the eldest and youngest brother , they sucked really bad , it seemed like they were reading the scripts instead of acting them … . spoiler : if they 're vampire 's why do they freeze the blood ? vampires ca n't drink frozen blood , the sister in the movie says let 's drink her while she is alive … .but then when they 're moving to another house , they take on a cooler they 're frozen blood . end of spoiler \\n\\n it was a huge waste of time , and that made me mad coz i read all the reviews of how | \n", + "neg | \n", + "
1 | \n", + "xxbos i have read all of the xxmaj love xxmaj come xxmaj softly books . xxmaj knowing full well that movies can not use all aspects of the book , but generally they at least have the main point of the book . i was highly disappointed in this movie . xxmaj the only thing that they have in this movie that is in the book is that xxmaj missy 's father comes to xxunk in the book both parents come ) . xxmaj that is all . xxmaj the story line was so twisted and far fetch and yes , sad , from the book , that i just could n't enjoy it . xxmaj even if i did n't read the book it was too sad . i do know that xxmaj pioneer life was rough , but the whole movie was a downer . xxmaj the rating | \n", + "neg | \n", + "
2 | \n", + "xxbos xxmaj this , for lack of a better term , movie is lousy . xxmaj where do i start … … \\n\\n xxmaj cinemaphotography - xxmaj this was , perhaps , the worst xxmaj i 've seen this year . xxmaj it looked like the camera was being tossed from camera man to camera man . xxmaj maybe they only had one camera . xxmaj it gives you the sensation of being a volleyball . \\n\\n xxmaj there are a bunch of scenes , haphazardly , thrown in with no continuity at all . xxmaj when they did the ' split screen ' , it was absurd . xxmaj everything was squished flat , it looked ridiculous . \\n\\n xxmaj the color tones were way off . xxmaj these people need to learn how to balance a camera . xxmaj this ' movie ' is poorly made , and | \n", + "neg | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.347427 | \n", + "0.184480 | \n", + "0.929320 | \n", + "00:33 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.247763 | \n", + "0.171683 | \n", + "0.934640 | \n", + "00:37 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.193377 | \n", + "0.156696 | \n", + "0.941200 | \n", + "00:45 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.172888 | \n", + "0.153770 | \n", + "0.943120 | \n", + "01:01 | \n", + "
1 | \n", + "0.161492 | \n", + "0.155567 | \n", + "0.942640 | \n", + "00:57 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.824297 | \n", + "1.970941 | \n", + "0.467554 | \n", + "00:02 | \n", + "
1 | \n", + "1.386973 | \n", + "1.823242 | \n", + "0.467554 | \n", + "00:02 | \n", + "
2 | \n", + "1.417556 | \n", + "1.654497 | \n", + "0.494414 | \n", + "00:02 | \n", + "
3 | \n", + "1.376440 | \n", + "1.650849 | \n", + "0.494414 | \n", + "00:02 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.816274 | \n", + "1.964143 | \n", + "0.460185 | \n", + "00:02 | \n", + "
1 | \n", + "1.423805 | \n", + "1.739964 | \n", + "0.473259 | \n", + "00:02 | \n", + "
2 | \n", + "1.430327 | \n", + "1.685172 | \n", + "0.485382 | \n", + "00:02 | \n", + "
3 | \n", + "1.388390 | \n", + "1.657033 | \n", + "0.470406 | \n", + "00:02 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.677074 | \n", + "1.827367 | \n", + "0.467548 | \n", + "00:02 | \n", + "
1 | \n", + "1.282722 | \n", + "1.870913 | \n", + "0.388942 | \n", + "00:02 | \n", + "
2 | \n", + "1.090705 | \n", + "1.651793 | \n", + "0.462500 | \n", + "00:02 | \n", + "
3 | \n", + "1.005092 | \n", + "1.613794 | \n", + "0.516587 | \n", + "00:02 | \n", + "
4 | \n", + "0.965975 | \n", + "1.560775 | \n", + "0.551202 | \n", + "00:02 | \n", + "
5 | \n", + "0.916182 | \n", + "1.595857 | \n", + "0.560577 | \n", + "00:02 | \n", + "
6 | \n", + "0.897657 | \n", + "1.539733 | \n", + "0.574279 | \n", + "00:02 | \n", + "
7 | \n", + "0.836274 | \n", + "1.585141 | \n", + "0.583173 | \n", + "00:02 | \n", + "
8 | \n", + "0.805877 | \n", + "1.629808 | \n", + "0.586779 | \n", + "00:02 | \n", + "
9 | \n", + "0.795096 | \n", + "1.651267 | \n", + "0.588942 | \n", + "00:02 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "3.103298 | \n", + "2.874341 | \n", + "0.212565 | \n", + "00:01 | \n", + "
1 | \n", + "2.231964 | \n", + "1.971280 | \n", + "0.462158 | \n", + "00:01 | \n", + "
2 | \n", + "1.711358 | \n", + "1.813547 | \n", + "0.461182 | \n", + "00:01 | \n", + "
3 | \n", + "1.448516 | \n", + "1.828176 | \n", + "0.483236 | \n", + "00:01 | \n", + "
4 | \n", + "1.288630 | \n", + "1.659564 | \n", + "0.520671 | \n", + "00:01 | \n", + "
5 | \n", + "1.161470 | \n", + "1.714023 | \n", + "0.554932 | \n", + "00:01 | \n", + "
6 | \n", + "1.055568 | \n", + "1.660916 | \n", + "0.575033 | \n", + "00:01 | \n", + "
7 | \n", + "0.960765 | \n", + "1.719624 | \n", + "0.591064 | \n", + "00:01 | \n", + "
8 | \n", + "0.870153 | \n", + "1.839560 | \n", + "0.614665 | \n", + "00:01 | \n", + "
9 | \n", + "0.808545 | \n", + "1.770278 | \n", + "0.624349 | \n", + "00:01 | \n", + "
10 | \n", + "0.758084 | \n", + "1.842931 | \n", + "0.610758 | \n", + "00:01 | \n", + "
11 | \n", + "0.719320 | \n", + "1.799527 | \n", + "0.646566 | \n", + "00:01 | \n", + "
12 | \n", + "0.683439 | \n", + "1.917928 | \n", + "0.649821 | \n", + "00:01 | \n", + "
13 | \n", + "0.660283 | \n", + "1.874712 | \n", + "0.628581 | \n", + "00:01 | \n", + "
14 | \n", + "0.646154 | \n", + "1.877519 | \n", + "0.640055 | \n", + "00:01 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "3.055853 | \n", + "2.591640 | \n", + "0.437907 | \n", + "00:01 | \n", + "
1 | \n", + "2.162359 | \n", + "1.787310 | \n", + "0.471598 | \n", + "00:01 | \n", + "
2 | \n", + "1.710663 | \n", + "1.941807 | \n", + "0.321777 | \n", + "00:01 | \n", + "
3 | \n", + "1.520783 | \n", + "1.999726 | \n", + "0.312012 | \n", + "00:01 | \n", + "
4 | \n", + "1.330846 | \n", + "2.012902 | \n", + "0.413249 | \n", + "00:01 | \n", + "
5 | \n", + "1.163297 | \n", + "1.896192 | \n", + "0.450684 | \n", + "00:01 | \n", + "
6 | \n", + "1.033813 | \n", + "2.005209 | \n", + "0.434814 | \n", + "00:01 | \n", + "
7 | \n", + "0.919090 | \n", + "2.047083 | \n", + "0.456706 | \n", + "00:01 | \n", + "
8 | \n", + "0.822939 | \n", + "2.068031 | \n", + "0.468831 | \n", + "00:01 | \n", + "
9 | \n", + "0.750180 | \n", + "2.136064 | \n", + "0.475098 | \n", + "00:01 | \n", + "
10 | \n", + "0.695120 | \n", + "2.139140 | \n", + "0.485433 | \n", + "00:01 | \n", + "
11 | \n", + "0.655752 | \n", + "2.155081 | \n", + "0.493652 | \n", + "00:01 | \n", + "
12 | \n", + "0.629650 | \n", + "2.162583 | \n", + "0.498535 | \n", + "00:01 | \n", + "
13 | \n", + "0.613583 | \n", + "2.171649 | \n", + "0.491048 | \n", + "00:01 | \n", + "
14 | \n", + "0.604309 | \n", + "2.180355 | \n", + "0.487874 | \n", + "00:01 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "3.000821 | \n", + "2.663942 | \n", + "0.438314 | \n", + "00:02 | \n", + "
1 | \n", + "2.139642 | \n", + "2.184780 | \n", + "0.240479 | \n", + "00:02 | \n", + "
2 | \n", + "1.607275 | \n", + "1.812682 | \n", + "0.439779 | \n", + "00:02 | \n", + "
3 | \n", + "1.347711 | \n", + "1.830982 | \n", + "0.497477 | \n", + "00:02 | \n", + "
4 | \n", + "1.123113 | \n", + "1.937766 | \n", + "0.594401 | \n", + "00:02 | \n", + "
5 | \n", + "0.852042 | \n", + "2.012127 | \n", + "0.631592 | \n", + "00:02 | \n", + "
6 | \n", + "0.565494 | \n", + "1.312742 | \n", + "0.725749 | \n", + "00:02 | \n", + "
7 | \n", + "0.347445 | \n", + "1.297934 | \n", + "0.711263 | \n", + "00:02 | \n", + "
8 | \n", + "0.208191 | \n", + "1.441269 | \n", + "0.731201 | \n", + "00:02 | \n", + "
9 | \n", + "0.126335 | \n", + "1.569952 | \n", + "0.737305 | \n", + "00:02 | \n", + "
10 | \n", + "0.079761 | \n", + "1.427187 | \n", + "0.754150 | \n", + "00:02 | \n", + "
11 | \n", + "0.052990 | \n", + "1.494990 | \n", + "0.745117 | \n", + "00:02 | \n", + "
12 | \n", + "0.039008 | \n", + "1.393731 | \n", + "0.757894 | \n", + "00:02 | \n", + "
13 | \n", + "0.031502 | \n", + "1.373210 | \n", + "0.758464 | \n", + "00:02 | \n", + "
14 | \n", + "0.028068 | \n", + "1.368083 | \n", + "0.758464 | \n", + "00:02 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "2.693885 | \n", + "2.013484 | \n", + "0.466634 | \n", + "00:02 | \n", + "
1 | \n", + "1.685549 | \n", + "1.187310 | \n", + "0.629313 | \n", + "00:02 | \n", + "
2 | \n", + "0.973307 | \n", + "0.791398 | \n", + "0.745605 | \n", + "00:02 | \n", + "
3 | \n", + "0.555823 | \n", + "0.640412 | \n", + "0.794108 | \n", + "00:02 | \n", + "
4 | \n", + "0.351802 | \n", + "0.557247 | \n", + "0.836100 | \n", + "00:02 | \n", + "
5 | \n", + "0.244986 | \n", + "0.594977 | \n", + "0.807292 | \n", + "00:02 | \n", + "
6 | \n", + "0.192231 | \n", + "0.511690 | \n", + "0.846761 | \n", + "00:02 | \n", + "
7 | \n", + "0.162456 | \n", + "0.520370 | \n", + "0.858073 | \n", + "00:02 | \n", + "
8 | \n", + "0.142664 | \n", + "0.525918 | \n", + "0.842285 | \n", + "00:02 | \n", + "
9 | \n", + "0.128493 | \n", + "0.495029 | \n", + "0.858073 | \n", + "00:02 | \n", + "
10 | \n", + "0.117589 | \n", + "0.464236 | \n", + "0.867188 | \n", + "00:02 | \n", + "
11 | \n", + "0.109808 | \n", + "0.466550 | \n", + "0.869303 | \n", + "00:02 | \n", + "
12 | \n", + "0.104216 | \n", + "0.455151 | \n", + "0.871826 | \n", + "00:02 | \n", + "
13 | \n", + "0.100271 | \n", + "0.452659 | \n", + "0.873617 | \n", + "00:02 | \n", + "
14 | \n", + "0.098121 | \n", + "0.458372 | \n", + "0.869385 | \n", + "00:02 | \n", + "
0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "12 | \n", + "99 | \n", + "91 | \n", + "142 | \n", + "155 | \n", + "246 | \n", + "182 | \n", + "155 | \n", + "155 | \n", + "155 | \n", + "155 | \n", + "131 | \n", + "52 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "138 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "252 | \n", + "210 | \n", + "122 | \n", + "33 | \n", + "0 | \n", + "
7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "220 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "235 | \n", + "189 | \n", + "189 | \n", + "189 | \n", + "189 | \n", + "150 | \n", + "189 | \n", + "205 | \n", + "254 | \n", + "254 | \n", + "254 | \n", + "75 | \n", + "0 | \n", + "
8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "35 | \n", + "74 | \n", + "35 | \n", + "35 | \n", + "25 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "13 | \n", + "224 | \n", + "254 | \n", + "254 | \n", + "153 | \n", + "0 | \n", + "
9 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "90 | \n", + "254 | \n", + "254 | \n", + "247 | \n", + "53 | \n", + "0 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.072684 | \n", + "0.045110 | \n", + "0.990186 | \n", + "00:05 | \n", + "
1 | \n", + "0.022580 | \n", + "0.030775 | \n", + "0.990186 | \n", + "00:05 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "2.307071 | \n", + "2.305865 | \n", + "0.113500 | \n", + "00:16 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "2.309385 | \n", + "2.302744 | \n", + "0.113500 | \n", + "00:08 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.210838 | \n", + "0.084827 | \n", + "0.974300 | \n", + "00:08 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.130036 | \n", + "0.055021 | \n", + "0.986400 | \n", + "00:10 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.191731 | \n", + "0.121738 | \n", + "0.960900 | \n", + "00:11 | \n", + "
1 | \n", + "0.083739 | \n", + "0.055808 | \n", + "0.981800 | \n", + "00:10 | \n", + "
2 | \n", + "0.053161 | \n", + "0.044485 | \n", + "0.987100 | \n", + "00:10 | \n", + "
3 | \n", + "0.034433 | \n", + "0.030233 | \n", + "0.990200 | \n", + "00:10 | \n", + "
4 | \n", + "0.017646 | \n", + "0.025407 | \n", + "0.991200 | \n", + "00:10 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.183244 | \n", + "0.084025 | \n", + "0.975800 | \n", + "00:13 | \n", + "
1 | \n", + "0.080774 | \n", + "0.067060 | \n", + "0.978800 | \n", + "00:12 | \n", + "
2 | \n", + "0.050215 | \n", + "0.062595 | \n", + "0.981300 | \n", + "00:12 | \n", + "
3 | \n", + "0.030020 | \n", + "0.030315 | \n", + "0.990700 | \n", + "00:12 | \n", + "
4 | \n", + "0.015131 | \n", + "0.025148 | \n", + "0.992100 | \n", + "00:12 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.901582 | \n", + "2.155090 | \n", + "0.325350 | \n", + "00:07 | \n", + "
1 | \n", + "1.559855 | \n", + "1.586795 | \n", + "0.507771 | \n", + "00:07 | \n", + "
2 | \n", + "1.296350 | \n", + "1.295499 | \n", + "0.571720 | \n", + "00:07 | \n", + "
3 | \n", + "1.144139 | \n", + "1.139257 | \n", + "0.639236 | \n", + "00:07 | \n", + "
4 | \n", + "1.049770 | \n", + "1.092619 | \n", + "0.659108 | \n", + "00:07 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.973174 | \n", + "1.845491 | \n", + "0.373248 | \n", + "00:08 | \n", + "
1 | \n", + "1.678627 | \n", + "1.778713 | \n", + "0.439236 | \n", + "00:08 | \n", + "
2 | \n", + "1.386163 | \n", + "1.596503 | \n", + "0.507261 | \n", + "00:08 | \n", + "
3 | \n", + "1.177839 | \n", + "1.102993 | \n", + "0.644841 | \n", + "00:09 | \n", + "
4 | \n", + "1.052435 | \n", + "1.038013 | \n", + "0.667771 | \n", + "00:09 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.964076 | \n", + "1.864578 | \n", + "0.355159 | \n", + "00:12 | \n", + "
1 | \n", + "1.636880 | \n", + "1.596789 | \n", + "0.502675 | \n", + "00:12 | \n", + "
2 | \n", + "1.335378 | \n", + "1.304472 | \n", + "0.588535 | \n", + "00:12 | \n", + "
3 | \n", + "1.089160 | \n", + "1.065063 | \n", + "0.663185 | \n", + "00:12 | \n", + "
4 | \n", + "0.942904 | \n", + "0.963589 | \n", + "0.692739 | \n", + "00:12 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.673882 | \n", + "1.828394 | \n", + "0.413758 | \n", + "00:13 | \n", + "
1 | \n", + "1.331675 | \n", + "1.572685 | \n", + "0.518217 | \n", + "00:13 | \n", + "
2 | \n", + "1.087224 | \n", + "1.086102 | \n", + "0.650701 | \n", + "00:13 | \n", + "
3 | \n", + "0.900428 | \n", + "0.968219 | \n", + "0.684331 | \n", + "00:12 | \n", + "
4 | \n", + "0.760280 | \n", + "0.782558 | \n", + "0.757197 | \n", + "00:12 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "1.613448 | \n", + "1.473355 | \n", + "0.514140 | \n", + "00:31 | \n", + "
1 | \n", + "1.359604 | \n", + "2.050794 | \n", + "0.397452 | \n", + "00:31 | \n", + "
2 | \n", + "1.253112 | \n", + "4.511735 | \n", + "0.387006 | \n", + "00:31 | \n", + "
3 | \n", + "1.133450 | \n", + "2.575221 | \n", + "0.396178 | \n", + "00:31 | \n", + "
4 | \n", + "1.054752 | \n", + "1.264525 | \n", + "0.613758 | \n", + "00:32 | \n", + "
5 | \n", + "0.927930 | \n", + "2.670484 | \n", + "0.422675 | \n", + "00:32 | \n", + "
6 | \n", + "0.838268 | \n", + "1.724588 | \n", + "0.528662 | \n", + "00:32 | \n", + "
7 | \n", + "0.748289 | \n", + "1.180668 | \n", + "0.666497 | \n", + "00:31 | \n", + "
8 | \n", + "0.688637 | \n", + "1.245039 | \n", + "0.650446 | \n", + "00:32 | \n", + "
9 | \n", + "0.645530 | \n", + "1.053691 | \n", + "0.674904 | \n", + "00:31 | \n", + "
10 | \n", + "0.593401 | \n", + "1.180786 | \n", + "0.676433 | \n", + "00:32 | \n", + "
11 | \n", + "0.536634 | \n", + "0.879937 | \n", + "0.713885 | \n", + "00:32 | \n", + "
12 | \n", + "0.479208 | \n", + "0.798356 | \n", + "0.741656 | \n", + "00:32 | \n", + "
13 | \n", + "0.440071 | \n", + "0.600644 | \n", + "0.806879 | \n", + "00:32 | \n", + "
14 | \n", + "0.402952 | \n", + "0.450296 | \n", + "0.858599 | \n", + "00:32 | \n", + "
15 | \n", + "0.359117 | \n", + "0.486126 | \n", + "0.846369 | \n", + "00:32 | \n", + "
16 | \n", + "0.313642 | \n", + "0.442215 | \n", + "0.861911 | \n", + "00:32 | \n", + "
17 | \n", + "0.294050 | \n", + "0.485967 | \n", + "0.853503 | \n", + "00:32 | \n", + "
18 | \n", + "0.270583 | \n", + "0.408566 | \n", + "0.875924 | \n", + "00:32 | \n", + "
19 | \n", + "0.266003 | \n", + "0.411752 | \n", + "0.872611 | \n", + "00:33 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.367015 | \n", + "0.281242 | \n", + "0.885656 | \n", + "00:26 | \n", + "
1 | \n", + "0.307688 | \n", + "0.214721 | \n", + "0.915426 | \n", + "00:26 | \n", + "
2 | \n", + "0.275221 | \n", + "0.170615 | \n", + "0.936401 | \n", + "00:26 | \n", + "
3 | \n", + "0.223771 | \n", + "0.159633 | \n", + "0.943843 | \n", + "00:26 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "0.212744 | \n", + "0.159033 | \n", + "0.944520 | \n", + "00:35 | \n", + "
1 | \n", + "0.201893 | \n", + "0.159615 | \n", + "0.942490 | \n", + "00:35 | \n", + "
2 | \n", + "0.204606 | \n", + "0.152338 | \n", + "0.945196 | \n", + "00:36 | \n", + "
3 | \n", + "0.213203 | \n", + "0.148346 | \n", + "0.947903 | \n", + "00:36 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "2.571932 | \n", + "2.685040 | \n", + "0.322548 | \n", + "00:11 | \n", + "
1 | \n", + "1.904674 | \n", + "1.852589 | \n", + "0.437452 | \n", + "00:11 | \n", + "
2 | \n", + "1.586909 | \n", + "1.374908 | \n", + "0.594904 | \n", + "00:11 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "2.969412 | \n", + "2.214596 | \n", + "0.242038 | \n", + "00:09 | \n", + "
1 | \n", + "2.442730 | \n", + "1.845950 | \n", + "0.362548 | \n", + "00:09 | \n", + "
2 | \n", + "2.157159 | \n", + "1.741143 | \n", + "0.408917 | \n", + "00:09 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "2.730918 | \n", + "2.009971 | \n", + "0.332739 | \n", + "00:09 | \n", + "
1 | \n", + "2.204893 | \n", + "1.747202 | \n", + "0.441529 | \n", + "00:09 | \n", + "
2 | \n", + "1.875621 | \n", + "1.684515 | \n", + "0.445350 | \n", + "00:09 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "2.856000 | \n", + "2.493429 | \n", + "0.246115 | \n", + "00:10 | \n", + "
1 | \n", + "2.504205 | \n", + "2.463813 | \n", + "0.348280 | \n", + "00:10 | \n", + "
2 | \n", + "2.187387 | \n", + "1.755670 | \n", + "0.418853 | \n", + "00:10 | \n", + "
epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "time | \n", + "
---|---|---|---|---|
0 | \n", + "2.766912 | \n", + "1.845900 | \n", + "0.402548 | \n", + "00:11 | \n", + "
1 | \n", + "2.194586 | \n", + "1.510269 | \n", + "0.504459 | \n", + "00:11 | \n", + "
2 | \n", + "1.869099 | \n", + "1.447939 | \n", + "0.544968 | \n", + "00:11 | \n", + "