\n", " | radius_mean | \n", "texture_mean | \n", "perimeter_mean | \n", "area_mean | \n", "smoothness_mean | \n", "compactness_mean | \n", "concavity_mean | \n", "points_mean | \n", "symmetry_mean | \n", "dimension_mean | \n", "... | \n", "radius_worst | \n", "texture_worst | \n", "perimeter_worst | \n", "area_worst | \n", "smoothness_worst | \n", "compactness_worst | \n", "concavity_worst | \n", "points_worst | \n", "symmetry_worst | \n", "dimension_worst | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
diagnosis | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
B | \n", "12.32 | \n", "12.39 | \n", "78.85 | \n", "464.1 | \n", "0.10280 | \n", "0.06981 | \n", "0.03987 | \n", "0.03700 | \n", "0.1959 | \n", "0.05955 | \n", "... | \n", "13.50 | \n", "15.64 | \n", "86.97 | \n", "549.1 | \n", "0.1385 | \n", "0.1266 | \n", "0.12420 | \n", "0.09391 | \n", "0.2827 | \n", "0.06771 | \n", "
B | \n", "10.60 | \n", "18.95 | \n", "69.28 | \n", "346.4 | \n", "0.09688 | \n", "0.11470 | \n", "0.06387 | \n", "0.02642 | \n", "0.1922 | \n", "0.06491 | \n", "... | \n", "11.88 | \n", "22.94 | \n", "78.28 | \n", "424.8 | \n", "0.1213 | \n", "0.2515 | \n", "0.19160 | \n", "0.07926 | \n", "0.2940 | \n", "0.07587 | \n", "
B | \n", "11.04 | \n", "16.83 | \n", "70.92 | \n", "373.2 | \n", "0.10770 | \n", "0.07804 | \n", "0.03046 | \n", "0.02480 | \n", "0.1714 | \n", "0.06340 | \n", "... | \n", "12.41 | \n", "26.44 | \n", "79.93 | \n", "471.4 | \n", "0.1369 | \n", "0.1482 | \n", "0.10670 | \n", "0.07431 | \n", "0.2998 | \n", "0.07881 | \n", "
B | \n", "11.28 | \n", "13.39 | \n", "73.00 | \n", "384.8 | \n", "0.11640 | \n", "0.11360 | \n", "0.04635 | \n", "0.04796 | \n", "0.1771 | \n", "0.06072 | \n", "... | \n", "11.92 | \n", "15.77 | \n", "76.53 | \n", "434.0 | \n", "0.1367 | \n", "0.1822 | \n", "0.08669 | \n", "0.08611 | \n", "0.2102 | \n", "0.06784 | \n", "
B | \n", "15.19 | \n", "13.21 | \n", "97.65 | \n", "711.8 | \n", "0.07963 | \n", "0.06934 | \n", "0.03393 | \n", "0.02657 | \n", "0.1721 | \n", "0.05544 | \n", "... | \n", "16.20 | \n", "15.73 | \n", "104.50 | \n", "819.1 | \n", "0.1126 | \n", "0.1737 | \n", "0.13620 | \n", "0.08178 | \n", "0.2487 | \n", "0.06766 | \n", "
5 rows × 30 columns
\n", "\n", " | epoch | \n", "train_loss | \n", "train_acc | \n", "valid_loss | \n", "valid_acc | \n", "
---|---|---|---|---|---|
0 | \n", "1 | \n", "0.661884 | \n", "0.626539 | \n", "0.652851 | \n", "0.632812 | \n", "
1 | \n", "2 | \n", "0.658471 | \n", "0.626539 | \n", "0.649458 | \n", "0.632812 | \n", "
2 | \n", "3 | \n", "0.655121 | \n", "0.626539 | \n", "0.646100 | \n", "0.632812 | \n", "
3 | \n", "4 | \n", "0.651815 | \n", "0.626539 | \n", "0.642780 | \n", "0.632812 | \n", "
4 | \n", "5 | \n", "0.648550 | \n", "0.626539 | \n", "0.639496 | \n", "0.632812 | \n", "
5 | \n", "6 | \n", "0.645323 | \n", "0.626539 | \n", "0.636249 | \n", "0.632812 | \n", "
6 | \n", "7 | \n", "0.642134 | \n", "0.628695 | \n", "0.633039 | \n", "0.632812 | \n", "
7 | \n", "8 | \n", "0.638983 | \n", "0.628695 | \n", "0.629865 | \n", "0.632812 | \n", "
8 | \n", "9 | \n", "0.635868 | \n", "0.628695 | \n", "0.626728 | \n", "0.640625 | \n", "
9 | \n", "10 | \n", "0.632790 | \n", "0.628695 | \n", "0.623626 | \n", "0.640625 | \n", "
10 | \n", "11 | \n", "0.629748 | \n", "0.628695 | \n", "0.620559 | \n", "0.640625 | \n", "
11 | \n", "12 | \n", "0.626742 | \n", "0.626539 | \n", "0.617527 | \n", "0.640625 | \n", "
12 | \n", "13 | \n", "0.623771 | \n", "0.626539 | \n", "0.614529 | \n", "0.640625 | \n", "
13 | \n", "14 | \n", "0.620835 | \n", "0.624384 | \n", "0.611565 | \n", "0.640625 | \n", "
14 | \n", "15 | \n", "0.617933 | \n", "0.624384 | \n", "0.608634 | \n", "0.640625 | \n", "
15 | \n", "16 | \n", "0.615065 | \n", "0.624384 | \n", "0.605737 | \n", "0.640625 | \n", "
16 | \n", "17 | \n", "0.612231 | \n", "0.628695 | \n", "0.602873 | \n", "0.640625 | \n", "
17 | \n", "18 | \n", "0.609430 | \n", "0.635160 | \n", "0.600040 | \n", "0.640625 | \n", "
18 | \n", "19 | \n", "0.606661 | \n", "0.639470 | \n", "0.597240 | \n", "0.640625 | \n", "
19 | \n", "20 | \n", "0.603925 | \n", "0.639470 | \n", "0.594471 | \n", "0.640625 | \n", "
20 | \n", "21 | \n", "0.601220 | \n", "0.645936 | \n", "0.591733 | \n", "0.640625 | \n", "
21 | \n", "22 | \n", "0.598547 | \n", "0.648091 | \n", "0.589025 | \n", "0.640625 | \n", "
22 | \n", "23 | \n", "0.595905 | \n", "0.650246 | \n", "0.586348 | \n", "0.640625 | \n", "
23 | \n", "24 | \n", "0.593293 | \n", "0.650246 | \n", "0.583701 | \n", "0.640625 | \n", "
24 | \n", "25 | \n", "0.590712 | \n", "0.652401 | \n", "0.581083 | \n", "0.648438 | \n", "
25 | \n", "26 | \n", "0.588160 | \n", "0.654557 | \n", "0.578494 | \n", "0.648438 | \n", "
26 | \n", "27 | \n", "0.585638 | \n", "0.658867 | \n", "0.575934 | \n", "0.648438 | \n", "
27 | \n", "28 | \n", "0.583144 | \n", "0.663177 | \n", "0.573402 | \n", "0.656250 | \n", "
28 | \n", "29 | \n", "0.580679 | \n", "0.667488 | \n", "0.570897 | \n", "0.656250 | \n", "
29 | \n", "30 | \n", "0.578242 | \n", "0.669643 | \n", "0.568421 | \n", "0.656250 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
120 | \n", "121 | \n", "0.435226 | \n", "0.864224 | \n", "0.420519 | \n", "0.898438 | \n", "
121 | \n", "122 | \n", "0.434218 | \n", "0.866379 | \n", "0.419455 | \n", "0.898438 | \n", "
122 | \n", "123 | \n", "0.433219 | \n", "0.868534 | \n", "0.418398 | \n", "0.898438 | \n", "
123 | \n", "124 | \n", "0.432226 | \n", "0.868534 | \n", "0.417349 | \n", "0.898438 | \n", "
124 | \n", "125 | \n", "0.431242 | \n", "0.868534 | \n", "0.416308 | \n", "0.898438 | \n", "
125 | \n", "126 | \n", "0.430265 | \n", "0.868534 | \n", "0.415275 | \n", "0.898438 | \n", "
126 | \n", "127 | \n", "0.429295 | \n", "0.868534 | \n", "0.414249 | \n", "0.906250 | \n", "
127 | \n", "128 | \n", "0.428333 | \n", "0.868534 | \n", "0.413231 | \n", "0.906250 | \n", "
128 | \n", "129 | \n", "0.427378 | \n", "0.868534 | \n", "0.412220 | \n", "0.906250 | \n", "
129 | \n", "130 | \n", "0.426430 | \n", "0.868534 | \n", "0.411216 | \n", "0.906250 | \n", "
130 | \n", "131 | \n", "0.425490 | \n", "0.868534 | \n", "0.410220 | \n", "0.906250 | \n", "
131 | \n", "132 | \n", "0.424556 | \n", "0.868534 | \n", "0.409231 | \n", "0.906250 | \n", "
132 | \n", "133 | \n", "0.423630 | \n", "0.868534 | \n", "0.408249 | \n", "0.906250 | \n", "
133 | \n", "134 | \n", "0.422710 | \n", "0.868534 | \n", "0.407273 | \n", "0.906250 | \n", "
134 | \n", "135 | \n", "0.421797 | \n", "0.870690 | \n", "0.406305 | \n", "0.906250 | \n", "
135 | \n", "136 | \n", "0.420891 | \n", "0.872845 | \n", "0.405344 | \n", "0.906250 | \n", "
136 | \n", "137 | \n", "0.419992 | \n", "0.872845 | \n", "0.404389 | \n", "0.906250 | \n", "
137 | \n", "138 | \n", "0.419099 | \n", "0.872845 | \n", "0.403441 | \n", "0.906250 | \n", "
138 | \n", "139 | \n", "0.418212 | \n", "0.872845 | \n", "0.402499 | \n", "0.906250 | \n", "
139 | \n", "140 | \n", "0.417332 | \n", "0.872845 | \n", "0.401564 | \n", "0.906250 | \n", "
140 | \n", "141 | \n", "0.416458 | \n", "0.875000 | \n", "0.400636 | \n", "0.906250 | \n", "
141 | \n", "142 | \n", "0.415591 | \n", "0.875000 | \n", "0.399714 | \n", "0.906250 | \n", "
142 | \n", "143 | \n", "0.414730 | \n", "0.875000 | \n", "0.398798 | \n", "0.906250 | \n", "
143 | \n", "144 | \n", "0.413874 | \n", "0.875000 | \n", "0.397888 | \n", "0.906250 | \n", "
144 | \n", "145 | \n", "0.413025 | \n", "0.875000 | \n", "0.396985 | \n", "0.906250 | \n", "
145 | \n", "146 | \n", "0.412182 | \n", "0.875000 | \n", "0.396088 | \n", "0.906250 | \n", "
146 | \n", "147 | \n", "0.411345 | \n", "0.875000 | \n", "0.395196 | \n", "0.906250 | \n", "
147 | \n", "148 | \n", "0.410514 | \n", "0.875000 | \n", "0.394311 | \n", "0.906250 | \n", "
148 | \n", "149 | \n", "0.409689 | \n", "0.875000 | \n", "0.393432 | \n", "0.906250 | \n", "
149 | \n", "150 | \n", "0.408869 | \n", "0.875000 | \n", "0.392558 | \n", "0.906250 | \n", "
150 rows × 5 columns
\n", "\n", " | radius_mean | \n", "texture_mean | \n", "perimeter_mean | \n", "area_mean | \n", "smoothness_mean | \n", "compactness_mean | \n", "concavity_mean | \n", "points_mean | \n", "symmetry_mean | \n", "dimension_mean | \n", "... | \n", "radius_worst | \n", "texture_worst | \n", "perimeter_worst | \n", "area_worst | \n", "smoothness_worst | \n", "compactness_worst | \n", "concavity_worst | \n", "points_worst | \n", "symmetry_worst | \n", "dimension_worst | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "1.161765 | \n", "0.677237 | \n", "2.255095 | \n", "3.453925 | \n", "-0.381582 | \n", "2.046112 | \n", "5.107539 | \n", "3.268645 | \n", "0.249327 | \n", "0.61387 | \n", "... | \n", "2.525464 | \n", "0.678428 | \n", "-0.570225 | \n", "5.125237 | \n", "0.906672 | \n", "3.380883 | \n", "1.896072 | \n", "4.835514 | \n", "2.884102 | \n", "2.432787 | \n", "
1 rows × 30 columns
\n", "