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Tensorflow error #21

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Solved the tensorflow error ANN here too
theraghavjuneja committed Mar 16, 2024
commit 92599920047c15a5411918a493a0ed1c08671f38
38 changes: 36 additions & 2 deletions 14_imbalanced/handling_imbalanced_data.ipynb
Original file line number Diff line number Diff line change
@@ -15,6 +15,30 @@
"We will then handle imbalance in data using various techniques and improve f1-score"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def solved_error(X_train, X_test):\n",
" X_train[['InternetService_DSL', 'InternetService_Fiber optic', 'InternetService_No', 'Contract_Month-to-month',\n",
" 'Contract_One year', 'Contract_Two year', 'PaymentMethod_Bank transfer (automatic)',\n",
" 'PaymentMethod_Credit card (automatic)', 'PaymentMethod_Electronic check', 'PaymentMethod_Mailed check']] = \\\n",
" X_train[['InternetService_DSL', 'InternetService_Fiber optic', 'InternetService_No', 'Contract_Month-to-month',\n",
" 'Contract_One year', 'Contract_Two year', 'PaymentMethod_Bank transfer (automatic)',\n",
" 'PaymentMethod_Credit card (automatic)', 'PaymentMethod_Electronic check', 'PaymentMethod_Mailed check']].astype(int)\n",
"\n",
" X_test[['InternetService_DSL', 'InternetService_Fiber optic', 'InternetService_No', 'Contract_Month-to-month',\n",
" 'Contract_One year', 'Contract_Two year', 'PaymentMethod_Bank transfer (automatic)',\n",
" 'PaymentMethod_Credit card (automatic)', 'PaymentMethod_Electronic check', 'PaymentMethod_Mailed check']] = \\\n",
" X_test[['InternetService_DSL', 'InternetService_Fiber optic', 'InternetService_No', 'Contract_Month-to-month',\n",
" 'Contract_One year', 'Contract_Two year', 'PaymentMethod_Bank transfer (automatic)',\n",
" 'PaymentMethod_Credit card (automatic)', 'PaymentMethod_Electronic check', 'PaymentMethod_Mailed check']].astype(int)\n",
" \n",
" return X_train, X_test\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
@@ -1401,7 +1425,7 @@
},
{
"data": {
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\n",
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -1444,7 +1468,7 @@
},
{
"data": {
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\n",
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -2646,6 +2670,16 @@
"from sklearn.metrics import confusion_matrix , classification_report"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_train,X_test=solved_error(X_train,X_test)\n",
"# necessary step to avoid tensorflow error!"
]
},
{
"cell_type": "code",
"execution_count": 49,