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This commit is contained in:
Jonathan Taylor
2023-08-22 00:22:07 -07:00
parent 138a72b1a2
commit bc7b3dc997
12 changed files with 781 additions and 3381 deletions
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798
Ch02-statlearn-lab.ipynb
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Ch03-linreg-lab.ipynb
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@@ -26,12 +26,7 @@
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Ch05-resample-lab.ipynb
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@@ -28,12 +28,7 @@
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399
Ch06-varselect-lab.ipynb
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{

343
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238
Ch09-svm-lab.ipynb
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@@ -639,12 +574,7 @@
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@@ -677,12 +607,7 @@
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@@ -764,12 +689,7 @@
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@@ -809,12 +729,7 @@
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@@ -896,12 +811,7 @@
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@@ -949,12 +859,7 @@
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@@ -977,12 +882,7 @@
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@@ -1030,12 +930,7 @@
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@@ -1078,12 +973,7 @@
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@@ -1122,12 +1012,7 @@
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@@ -1166,12 +1051,7 @@
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@@ -1214,12 +1094,7 @@
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@@ -1348,12 +1223,7 @@
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@@ -1393,12 +1263,7 @@
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@@ -1442,12 +1307,7 @@
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@@ -1473,12 +1333,7 @@
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@@ -1528,12 +1383,7 @@
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@@ -1569,12 +1419,7 @@
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@@ -1633,12 +1478,7 @@
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@@ -1679,12 +1519,7 @@
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{

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Ch10-deeplearning-lab.ipynb
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@@ -26,6 +26,7 @@
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@@ -62,7 +63,9 @@
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"id": "1db00e03",
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"import torch\n",
@@ -88,7 +91,9 @@
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"id": "3da0a445",
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"metadata": {
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"from torchmetrics import (MeanAbsoluteError,\n",
@@ -112,7 +117,9 @@
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"id": "bbbf32fe",
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@@ -132,7 +139,9 @@
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"from ISLP.torch import (SimpleDataModule,\n",
@@ -227,7 +239,9 @@
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"id": "eaf84e9c",
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@@ -257,6 +271,7 @@
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@@ -342,7 +359,9 @@
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"(X_train, \n",
@@ -367,7 +386,9 @@
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@@ -403,7 +424,9 @@
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"scaler = StandardScaler(with_mean=True, with_std=True)\n",
@@ -427,6 +450,7 @@
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@@ -479,6 +505,7 @@
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@@ -520,7 +547,9 @@
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@@ -578,7 +607,9 @@
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"id": "bb7ff7e9",
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@@ -614,6 +645,7 @@
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@@ -682,6 +714,7 @@
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@@ -703,7 +736,9 @@
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@@ -738,7 +773,9 @@
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@@ -770,7 +807,9 @@
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@@ -798,7 +837,9 @@
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"id": "aaa1e593",
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@@ -825,7 +866,9 @@
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@@ -857,6 +900,7 @@
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"hit_results = pd.read_csv(hit_logger.experiment.metrics_file_path)"
@@ -1741,6 +1788,7 @@
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@@ -1877,6 +1927,7 @@
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@@ -1909,7 +1960,9 @@
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@@ -1964,7 +2017,9 @@
"cell_type": "code",
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"id": "8b9e2b8c",
"metadata": {},
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"source": [
"mnist_dm = SimpleDataModule(mnist_train,\n",
@@ -1988,6 +2043,7 @@
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"id": "a4b95dc6",
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@@ -2026,7 +2082,9 @@
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"id": "17714c25",
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"metadata": {
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"outputs": [],
"source": [
"class MNISTModel(nn.Module):\n",
@@ -2066,7 +2124,9 @@
"cell_type": "code",
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"id": "88a4bf46",
"metadata": {},
"metadata": {
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"source": [
"mnist_model = MNISTModel()\n"
@@ -2085,7 +2145,9 @@
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"id": "ea0d9387",
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@@ -2116,7 +2178,9 @@
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@@ -2178,7 +2242,9 @@
"cell_type": "code",
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"id": "a0608bd1",
"metadata": {},
"metadata": {
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"source": [
"mnist_module = SimpleModule.classification(mnist_model,\n",
@@ -2199,6 +2265,7 @@
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"id": "cf8e3d9d",
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@@ -2722,6 +2789,7 @@
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@@ -2761,7 +2829,9 @@
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"id": "3a875b78",
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@@ -2835,7 +2905,9 @@
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"id": "2f035d83",
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"metadata": {
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"class MNIST_MLR(nn.Module):\n",
@@ -2857,6 +2929,7 @@
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@@ -3432,6 +3506,7 @@
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@@ -3462,7 +3537,9 @@
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{
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@@ -3485,7 +3562,9 @@
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"transform = ToTensor()\n",
@@ -3517,6 +3596,7 @@
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406
Ch12-unsup-lab.ipynb
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217
Ch13-multiple-lab.ipynb
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{
@@ -625,12 +570,7 @@
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@@ -665,12 +605,7 @@
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@@ -709,12 +644,7 @@
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{
@@ -761,12 +691,7 @@
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@@ -821,12 +746,7 @@
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{
@@ -862,12 +782,7 @@
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@@ -891,12 +806,7 @@
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{
@@ -936,12 +846,7 @@
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@@ -980,12 +885,7 @@
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@@ -1030,12 +930,7 @@
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@@ -1064,12 +959,7 @@
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@@ -1114,12 +1004,7 @@
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@@ -1165,12 +1050,7 @@
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@@ -1218,12 +1098,7 @@
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@@ -1269,12 +1144,7 @@
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@@ -1329,12 +1199,7 @@
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@@ -1375,12 +1240,7 @@
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@@ -1416,12 +1276,7 @@
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{
@@ -1471,12 +1326,7 @@
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{
@@ -1539,12 +1389,7 @@
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