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small import fixes

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This commit is contained in:
Jonathan Taylor
2023-07-31 00:32:11 -04:00
parent 1fcc9a1b08
commit d1a37e49ad
2 changed files with 143 additions and 144 deletions
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4
Ch10-deeplearning-lab.ipynb
View File

@@ -90,8 +90,7 @@
"source": [ "source": [
"from torchmetrics import (MeanAbsoluteError,\n", "from torchmetrics import (MeanAbsoluteError,\n",
" R2Score)\n", " R2Score)\n",
"from torchinfo import summary\n", "from torchinfo import summary"
"from torchvision.io import read_image"
] ]
}, },
{ {
@@ -163,6 +162,7 @@
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
"from torchvision.io import read_image\n",
"from torchvision.datasets import MNIST, CIFAR100\n", "from torchvision.datasets import MNIST, CIFAR100\n",
"from torchvision.models import (resnet50,\n", "from torchvision.models import (resnet50,\n",
" ResNet50_Weights)\n", " ResNet50_Weights)\n",

283
Ch8-baggboost-lab.ipynb
View File

@@ -24,10 +24,10 @@
"id": "4cc7120f", "id": "4cc7120f",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:18.029427Z", "iopub.execute_input": "2023-07-31T04:30:40.300816Z",
"iopub.status.busy": "2023-07-31T02:15:18.028953Z", "iopub.status.busy": "2023-07-31T04:30:40.300524Z",
"iopub.status.idle": "2023-07-31T02:15:19.087899Z", "iopub.status.idle": "2023-07-31T04:30:41.427594Z",
"shell.execute_reply": "2023-07-31T02:15:19.087537Z" "shell.execute_reply": "2023-07-31T04:30:41.427210Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -35,7 +35,6 @@
"import numpy as np\n", "import numpy as np\n",
"import pandas as pd\n", "import pandas as pd\n",
"from matplotlib.pyplot import subplots\n", "from matplotlib.pyplot import subplots\n",
"from statsmodels.datasets import get_rdataset\n",
"import sklearn.model_selection as skm\n", "import sklearn.model_selection as skm\n",
"from ISLP import load_data, confusion_table\n", "from ISLP import load_data, confusion_table\n",
"from ISLP.models import ModelSpec as MS" "from ISLP.models import ModelSpec as MS"
@@ -56,10 +55,10 @@
"id": "864fa15e", "id": "864fa15e",
"metadata": { "metadata": {
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"shell.execute_reply": "2023-07-31T02:15:19.147152Z" "shell.execute_reply": "2023-07-31T04:30:41.481876Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -103,10 +102,10 @@
"id": "bfb4c83b", "id": "bfb4c83b",
"metadata": { "metadata": {
"execution": { "execution": {
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"shell.execute_reply": "2023-07-31T02:15:19.154124Z" "shell.execute_reply": "2023-07-31T04:30:41.488596Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -134,10 +133,10 @@
"id": "5d9e7a14", "id": "5d9e7a14",
"metadata": { "metadata": {
"execution": { "execution": {
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"shell.execute_reply": "2023-07-31T02:15:19.165299Z" "shell.execute_reply": "2023-07-31T04:30:41.499827Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -168,10 +167,10 @@
"id": "970c4515", "id": "970c4515",
"metadata": { "metadata": {
"execution": { "execution": {
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"shell.execute_reply": "2023-07-31T02:15:19.171882Z" "shell.execute_reply": "2023-07-31T04:30:41.506566Z"
} }
}, },
"outputs": [ "outputs": [
@@ -219,10 +218,10 @@
"id": "2d9a51dc", "id": "2d9a51dc",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:19.173642Z", "iopub.execute_input": "2023-07-31T04:30:41.508361Z",
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"shell.execute_reply": "2023-07-31T02:15:19.176094Z" "shell.execute_reply": "2023-07-31T04:30:41.510866Z"
} }
}, },
"outputs": [ "outputs": [
@@ -265,10 +264,10 @@
"id": "cbc04b67", "id": "cbc04b67",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:19.177761Z", "iopub.execute_input": "2023-07-31T04:30:41.512528Z",
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"shell.execute_reply": "2023-07-31T02:15:19.180644Z" "shell.execute_reply": "2023-07-31T04:30:41.515356Z"
} }
}, },
"outputs": [ "outputs": [
@@ -308,10 +307,10 @@
"id": "809830c7", "id": "809830c7",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:19.182351Z", "iopub.execute_input": "2023-07-31T04:30:41.516955Z",
"iopub.status.busy": "2023-07-31T02:15:19.182245Z", "iopub.status.busy": "2023-07-31T04:30:41.516861Z",
"iopub.status.idle": "2023-07-31T02:15:19.482785Z", "iopub.status.idle": "2023-07-31T04:30:41.819909Z",
"shell.execute_reply": "2023-07-31T02:15:19.481832Z" "shell.execute_reply": "2023-07-31T04:30:41.819123Z"
} }
}, },
"outputs": [ "outputs": [
@@ -355,10 +354,10 @@
"id": "abe8c7fc", "id": "abe8c7fc",
"metadata": { "metadata": {
"execution": { "execution": {
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"iopub.status.idle": "2023-07-31T02:15:19.494584Z", "iopub.status.idle": "2023-07-31T04:30:41.833443Z",
"shell.execute_reply": "2023-07-31T02:15:19.492697Z" "shell.execute_reply": "2023-07-31T04:30:41.831954Z"
} }
}, },
"outputs": [ "outputs": [
@@ -420,10 +419,10 @@
"id": "f7a1f736", "id": "f7a1f736",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:19.498518Z", "iopub.execute_input": "2023-07-31T04:30:41.839397Z",
"iopub.status.busy": "2023-07-31T02:15:19.498124Z", "iopub.status.busy": "2023-07-31T04:30:41.839140Z",
"iopub.status.idle": "2023-07-31T02:15:19.512653Z", "iopub.status.idle": "2023-07-31T04:30:41.855525Z",
"shell.execute_reply": "2023-07-31T02:15:19.512025Z" "shell.execute_reply": "2023-07-31T04:30:41.854837Z"
} }
}, },
"outputs": [ "outputs": [
@@ -467,10 +466,10 @@
"id": "c663a623", "id": "c663a623",
"metadata": { "metadata": {
"execution": { "execution": {
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"shell.execute_reply": "2023-07-31T02:15:19.520183Z" "shell.execute_reply": "2023-07-31T04:30:41.869736Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -499,10 +498,10 @@
"id": "c2f2a403", "id": "c2f2a403",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:19.525513Z", "iopub.execute_input": "2023-07-31T04:30:41.875825Z",
"iopub.status.busy": "2023-07-31T02:15:19.525072Z", "iopub.status.busy": "2023-07-31T04:30:41.875521Z",
"iopub.status.idle": "2023-07-31T02:15:19.535350Z", "iopub.status.idle": "2023-07-31T04:30:41.887622Z",
"shell.execute_reply": "2023-07-31T02:15:19.534633Z" "shell.execute_reply": "2023-07-31T04:30:41.886986Z"
} }
}, },
"outputs": [ "outputs": [
@@ -538,10 +537,10 @@
"id": "b2505658", "id": "b2505658",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:19.539366Z", "iopub.execute_input": "2023-07-31T04:30:41.891688Z",
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"shell.execute_reply": "2023-07-31T02:15:19.546237Z" "shell.execute_reply": "2023-07-31T04:30:41.900021Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -567,10 +566,10 @@
"id": "09a7bd33", "id": "09a7bd33",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:19.550734Z", "iopub.execute_input": "2023-07-31T04:30:41.906506Z",
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"shell.execute_reply": "2023-07-31T02:15:19.837613Z" "shell.execute_reply": "2023-07-31T04:30:42.181248Z"
} }
}, },
"outputs": [ "outputs": [
@@ -609,10 +608,10 @@
"id": "a75dea32", "id": "a75dea32",
"metadata": { "metadata": {
"execution": { "execution": {
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"shell.execute_reply": "2023-07-31T02:15:20.608031Z" "shell.execute_reply": "2023-07-31T04:30:42.934918Z"
} }
}, },
"outputs": [ "outputs": [
@@ -650,10 +649,10 @@
"id": "3f1e3d19", "id": "3f1e3d19",
"metadata": { "metadata": {
"execution": { "execution": {
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"shell.execute_reply": "2023-07-31T02:15:20.612377Z" "shell.execute_reply": "2023-07-31T04:30:42.939410Z"
} }
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"outputs": [ "outputs": [
@@ -689,10 +688,10 @@
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"metadata": { "metadata": {
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"shell.execute_reply": "2023-07-31T02:15:20.620330Z" "shell.execute_reply": "2023-07-31T04:30:42.947326Z"
} }
}, },
"outputs": [ "outputs": [
@@ -792,10 +791,10 @@
"id": "1ca6bc7a", "id": "1ca6bc7a",
"metadata": { "metadata": {
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"shell.execute_reply": "2023-07-31T02:15:20.630231Z" "shell.execute_reply": "2023-07-31T04:30:42.955993Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -822,10 +821,10 @@
"id": "15cfb553", "id": "15cfb553",
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"shell.execute_reply": "2023-07-31T02:15:20.634438Z" "shell.execute_reply": "2023-07-31T04:30:42.960128Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -853,10 +852,10 @@
"id": "d18820a3", "id": "d18820a3",
"metadata": { "metadata": {
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} }
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"outputs": [ "outputs": [
@@ -907,10 +906,10 @@
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} }
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"outputs": [], "outputs": [],
@@ -942,17 +941,17 @@
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"metadata": { "metadata": {
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"shell.execute_reply": "2023-07-31T02:15:20.968498Z" "shell.execute_reply": "2023-07-31T04:30:43.289861Z"
} }
}, },
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"28.069857549754044" "28.06985754975404"
] ]
}, },
"execution_count": 22, "execution_count": 22,
@@ -987,10 +986,10 @@
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"metadata": { "metadata": {
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"shell.execute_reply": "2023-07-31T02:15:21.246739Z" "shell.execute_reply": "2023-07-31T04:30:43.563765Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1038,10 +1037,10 @@
"id": "7dedce31", "id": "7dedce31",
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"shell.execute_reply": "2023-07-31T02:15:21.407645Z" "shell.execute_reply": "2023-07-31T04:30:43.724077Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1081,10 +1080,10 @@
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"shell.execute_reply": "2023-07-31T02:15:21.498181Z" "shell.execute_reply": "2023-07-31T04:30:43.814581Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1134,10 +1133,10 @@
"id": "0bba2439", "id": "0bba2439",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:21.500279Z", "iopub.execute_input": "2023-07-31T04:30:43.816519Z",
"iopub.status.busy": "2023-07-31T02:15:21.500166Z", "iopub.status.busy": "2023-07-31T04:30:43.816405Z",
"iopub.status.idle": "2023-07-31T02:15:22.296373Z", "iopub.status.idle": "2023-07-31T04:30:44.608840Z",
"shell.execute_reply": "2023-07-31T02:15:22.296076Z" "shell.execute_reply": "2023-07-31T04:30:44.608555Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1182,10 +1181,10 @@
"id": "90457fbe", "id": "90457fbe",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:22.298011Z", "iopub.execute_input": "2023-07-31T04:30:44.610512Z",
"iopub.status.busy": "2023-07-31T02:15:22.297895Z", "iopub.status.busy": "2023-07-31T04:30:44.610403Z",
"iopub.status.idle": "2023-07-31T02:15:22.404436Z", "iopub.status.idle": "2023-07-31T04:30:44.716253Z",
"shell.execute_reply": "2023-07-31T02:15:22.404168Z" "shell.execute_reply": "2023-07-31T04:30:44.715979Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1224,10 +1223,10 @@
"id": "8aae1857", "id": "8aae1857",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:22.405995Z", "iopub.execute_input": "2023-07-31T04:30:44.717793Z",
"iopub.status.busy": "2023-07-31T02:15:22.405903Z", "iopub.status.busy": "2023-07-31T04:30:44.717706Z",
"iopub.status.idle": "2023-07-31T02:15:22.411844Z", "iopub.status.idle": "2023-07-31T04:30:44.723886Z",
"shell.execute_reply": "2023-07-31T02:15:22.411592Z" "shell.execute_reply": "2023-07-31T04:30:44.723635Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1379,10 +1378,10 @@
"id": "887b4fa9", "id": "887b4fa9",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:22.413372Z", "iopub.execute_input": "2023-07-31T04:30:44.725445Z",
"iopub.status.busy": "2023-07-31T02:15:22.413291Z", "iopub.status.busy": "2023-07-31T04:30:44.725345Z",
"iopub.status.idle": "2023-07-31T02:15:26.060325Z", "iopub.status.idle": "2023-07-31T04:30:48.357276Z",
"shell.execute_reply": "2023-07-31T02:15:26.060035Z" "shell.execute_reply": "2023-07-31T04:30:48.357015Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1427,10 +1426,10 @@
"id": "6c56696c", "id": "6c56696c",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:26.061992Z", "iopub.execute_input": "2023-07-31T04:30:48.358860Z",
"iopub.status.busy": "2023-07-31T02:15:26.061875Z", "iopub.status.busy": "2023-07-31T04:30:48.358753Z",
"iopub.status.idle": "2023-07-31T02:15:26.515548Z", "iopub.status.idle": "2023-07-31T04:30:48.808502Z",
"shell.execute_reply": "2023-07-31T02:15:26.515229Z" "shell.execute_reply": "2023-07-31T04:30:48.808208Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1477,10 +1476,10 @@
"id": "8a636f63", "id": "8a636f63",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:26.517359Z", "iopub.execute_input": "2023-07-31T04:30:48.810244Z",
"iopub.status.busy": "2023-07-31T02:15:26.517201Z", "iopub.status.busy": "2023-07-31T04:30:48.810139Z",
"iopub.status.idle": "2023-07-31T02:15:26.529183Z", "iopub.status.idle": "2023-07-31T04:30:48.821958Z",
"shell.execute_reply": "2023-07-31T02:15:26.528854Z" "shell.execute_reply": "2023-07-31T04:30:48.821612Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1518,10 +1517,10 @@
"id": "4e2ab3c7", "id": "4e2ab3c7",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:26.530888Z", "iopub.execute_input": "2023-07-31T04:30:48.823909Z",
"iopub.status.busy": "2023-07-31T02:15:26.530765Z", "iopub.status.busy": "2023-07-31T04:30:48.823807Z",
"iopub.status.idle": "2023-07-31T02:15:28.908099Z", "iopub.status.idle": "2023-07-31T04:30:51.196994Z",
"shell.execute_reply": "2023-07-31T02:15:28.907812Z" "shell.execute_reply": "2023-07-31T04:30:51.196708Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1582,10 +1581,10 @@
"id": "b0b41c04", "id": "b0b41c04",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:28.909862Z", "iopub.execute_input": "2023-07-31T04:30:51.198695Z",
"iopub.status.busy": "2023-07-31T02:15:28.909756Z", "iopub.status.busy": "2023-07-31T04:30:51.198593Z",
"iopub.status.idle": "2023-07-31T02:15:30.340056Z", "iopub.status.idle": "2023-07-31T04:30:52.615191Z",
"shell.execute_reply": "2023-07-31T02:15:30.339758Z" "shell.execute_reply": "2023-07-31T04:30:52.614890Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1622,10 +1621,10 @@
"id": "fda8fffc", "id": "fda8fffc",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:30.341685Z", "iopub.execute_input": "2023-07-31T04:30:52.616789Z",
"iopub.status.busy": "2023-07-31T02:15:30.341579Z", "iopub.status.busy": "2023-07-31T04:30:52.616675Z",
"iopub.status.idle": "2023-07-31T02:15:30.636105Z", "iopub.status.idle": "2023-07-31T04:30:52.911570Z",
"shell.execute_reply": "2023-07-31T02:15:30.635827Z" "shell.execute_reply": "2023-07-31T04:30:52.911292Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1660,10 +1659,10 @@
"id": "be77f0e4", "id": "be77f0e4",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-31T02:15:30.637642Z", "iopub.execute_input": "2023-07-31T04:30:52.913135Z",
"iopub.status.busy": "2023-07-31T02:15:30.637556Z", "iopub.status.busy": "2023-07-31T04:30:52.913052Z",
"iopub.status.idle": "2023-07-31T02:15:30.640399Z", "iopub.status.idle": "2023-07-31T04:30:52.915894Z",
"shell.execute_reply": "2023-07-31T02:15:30.640159Z" "shell.execute_reply": "2023-07-31T04:30:52.915657Z"
} }
}, },
"outputs": [ "outputs": [