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Aditya Pulipaka
2025-10-09 11:17:37 -05:00
parent 367f4b79e4
commit 76981fb68c
2 changed files with 131182 additions and 16 deletions
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Project 1.ipynb
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@@ -2,7 +2,7 @@
"cells": [
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@@ -21,7 +21,7 @@
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@@ -450,7 +450,7 @@
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@@ -534,7 +534,7 @@
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@@ -581,7 +581,7 @@
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{
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"id": "daecf558",
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"outputs": [
@@ -591,7 +591,7 @@
"<Axes: xlabel='AgeInDays', ylabel='Count'>"
]
},
"execution_count": 16,
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
@@ -623,7 +623,7 @@
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{
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"execution_count": 10,
"id": "5521b827",
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"outputs": [
@@ -633,7 +633,7 @@
"<Axes: xlabel='Hour', ylabel='Count'>"
]
},
"execution_count": 17,
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
@@ -655,7 +655,7 @@
},
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"outputs": [
@@ -809,7 +809,7 @@
"4 False False False "
]
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"execution_count": 18,
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@@ -824,7 +824,7 @@
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@@ -867,7 +867,7 @@
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@@ -938,7 +938,7 @@
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@@ -985,7 +985,7 @@
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"outputs": [
@@ -1024,7 +1024,7 @@
"\n",
"knn_search = KNeighborsClassifier()\n",
"param_grid = {\"n_neighbors\": np.arange(1, 100)}\n",
"knn_gscv = GridSearchCV(knn_search, param_grid, cv=5, scoring=\"precision\") # most important metric from business perspective.\n",
"knn_gscv = GridSearchCV(knn_search, param_grid, cv=5, scoring=\"precision\", n_jobs=8) # most important metric from business perspective.\n",
"\n",
"# fit the model to the training set\n",
"knn_gscv.fit(x_train, y_train)\n",
@@ -1036,7 +1036,7 @@
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