diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb
index 4a25b49..bf9fab3 100644
--- a/your-code/lab_boston_housing.ipynb
+++ b/your-code/lab_boston_housing.ipynb
@@ -35,11 +35,594 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Libraries\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "boston = pd.read_csv(\"../data/boston_data.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ "metadata": {},
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+ "source": [
+ "boston.head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Q1 = boston.quantile(0.25)\n",
+ "Q3 = boston.quantile(0.75)\n",
+ "IQR = Q3 - Q1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [],
+ "source": [
+ "boston = boston[~((boston < (Q1 - 1.5 * IQR)) | (boston > (Q3 + 1.5 * IQR)))]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "crim 42\n",
+ "zn 49\n",
+ "indus 0\n",
+ "chas 28\n",
+ "nox 0\n",
+ "rm 21\n",
+ "age 0\n",
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+ "dtype: int64"
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "boston.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "boston = boston.fillna(boston.median())"
+ ]
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+ "metadata": {},
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+ "0 0.15876 0.0 10.81 0.0 0.413 5.961 17.5 5.2873 4.0 305.0 \n",
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+ "\n",
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+ "execution_count": 58,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "boston.head(10)"
]
},
{
@@ -52,11 +635,37 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 59,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ ]
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+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your plots here"
+ "# Your plots here\n",
+ "sns.pairplot(data=boston, x_vars=\"medv\", y_vars=boston.columns, kind=\"reg\")"
]
},
{
@@ -72,7 +681,12 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\"\"\"\n",
+ "From the variables above, there are some of them that have no correlation at all for the price, like the \"chas\" graph.\n",
+ "Other graphs that I had in mind with a high correlation with the price, like \"lstat\", \"crim\" or \"rm\"\n",
+ "Last, some of them that I thought it might influence more like \"black\" or \"zn\"\n",
+ "\"\"\""
]
},
{
@@ -84,11 +698,217 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 62,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Your response here\n",
+ "fig, ax = plt.subplots(figsize=(10,8))\n",
+ "\n",
+ "corrMatrix = boston.corr().abs()\n",
+ "\n",
+ "sns.heatmap(corrMatrix, annot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['tax']"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "upper = corrMatrix.where(np.triu(np.ones(corrMatrix.shape), k=1).astype(np.bool))\n",
+ "\n",
+ "to_drop = [column for column in upper.columns if any(upper[column] > 0.9)]\n",
+ "to_drop"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "boston.drop(columns=to_drop, inplace=True)\n",
+ "boston.drop(columns=\"chas\", inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " crim \n",
+ " zn \n",
+ " indus \n",
+ " nox \n",
+ " rm \n",
+ " age \n",
+ " dis \n",
+ " rad \n",
+ " ptratio \n",
+ " black \n",
+ " lstat \n",
+ " medv \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 0.15876 \n",
+ " 0.0 \n",
+ " 10.81 \n",
+ " 0.413 \n",
+ " 5.961 \n",
+ " 17.5 \n",
+ " 5.2873 \n",
+ " 4.0 \n",
+ " 19.2 \n",
+ " 376.94 \n",
+ " 9.88 \n",
+ " 21.7 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 0.10328 \n",
+ " 25.0 \n",
+ " 5.13 \n",
+ " 0.453 \n",
+ " 5.927 \n",
+ " 47.2 \n",
+ " 6.9320 \n",
+ " 8.0 \n",
+ " 19.7 \n",
+ " 396.90 \n",
+ " 9.22 \n",
+ " 19.6 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 0.34940 \n",
+ " 0.0 \n",
+ " 9.90 \n",
+ " 0.544 \n",
+ " 5.972 \n",
+ " 76.7 \n",
+ " 3.1025 \n",
+ " 4.0 \n",
+ " 18.4 \n",
+ " 396.24 \n",
+ " 9.97 \n",
+ " 20.3 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 2.73397 \n",
+ " 0.0 \n",
+ " 19.58 \n",
+ " 0.871 \n",
+ " 5.597 \n",
+ " 94.9 \n",
+ " 1.5257 \n",
+ " 5.0 \n",
+ " 14.7 \n",
+ " 351.85 \n",
+ " 21.45 \n",
+ " 15.4 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 0.04337 \n",
+ " 21.0 \n",
+ " 5.64 \n",
+ " 0.439 \n",
+ " 6.115 \n",
+ " 63.0 \n",
+ " 6.8147 \n",
+ " 4.0 \n",
+ " 16.8 \n",
+ " 393.97 \n",
+ " 9.43 \n",
+ " 20.5 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " crim zn indus nox rm age dis rad ptratio black \\\n",
+ "0 0.15876 0.0 10.81 0.413 5.961 17.5 5.2873 4.0 19.2 376.94 \n",
+ "1 0.10328 25.0 5.13 0.453 5.927 47.2 6.9320 8.0 19.7 396.90 \n",
+ "2 0.34940 0.0 9.90 0.544 5.972 76.7 3.1025 4.0 18.4 396.24 \n",
+ "3 2.73397 0.0 19.58 0.871 5.597 94.9 1.5257 5.0 14.7 351.85 \n",
+ "4 0.04337 21.0 5.64 0.439 6.115 63.0 6.8147 4.0 16.8 393.97 \n",
+ "\n",
+ " lstat medv \n",
+ "0 9.88 21.7 \n",
+ "1 9.22 19.6 \n",
+ "2 9.97 20.3 \n",
+ "3 21.45 15.4 \n",
+ "4 9.43 20.5 "
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "boston.head()"
]
},
{
@@ -102,11 +922,31 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 67,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 404.000000\n",
+ "mean 20.845297\n",
+ "std 6.229765\n",
+ "min 5.600000\n",
+ "25% 17.200000\n",
+ "50% 20.900000\n",
+ "75% 23.900000\n",
+ "max 36.500000\n",
+ "Name: medv, dtype: float64"
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "boston[\"medv\"].describe()"
]
},
{
@@ -128,7 +968,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
@@ -137,7 +977,8 @@
"def performance_metric(y_true, y_predict):\n",
" \"\"\" Calculates and returns the performance score between \n",
" true and predicted values based on the metric chosen. \"\"\"\n",
- " # Your code here:"
+ " # Your code here:\n",
+ " return r2_score(y_true, y_predict)"
]
},
{
@@ -150,11 +991,24 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "X = boston.drop(columns=\"medv\")\n",
+ "y = boston[\"medv\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size = 0.8, random_state = 123)"
]
},
{
@@ -177,11 +1031,51 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 89,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Train Score Max Depth 2: 0.707388036025175\n",
+ "Test Score Max Depth 2: 0.5426792846225108\n",
+ "\n",
+ "Train Score Max Depth 4: 0.8478813648788718\n",
+ "Test Score Max Depth 4: 0.5956361988353185\n",
+ "\n",
+ "Train Score Max Depth 6: 0.9251895309663583\n",
+ "Test Score Max Depth 6: 0.6179711282737097\n",
+ "\n",
+ "Train Score Max Depth 8: 0.9548758396160909\n",
+ "Test Score Max Depth 8: 0.6227720050647146\n",
+ "\n",
+ "Train Score Max Depth 10: 0.9613633613539405\n",
+ "Test Score Max Depth 10: 0.6276474258147582\n",
+ "\n"
+ ]
+ }
+ ],
"source": [
- "# Five separate RFR here with the given max depths"
+ "# Five separate RFR here with the given max depths\n",
+ "from sklearn.ensemble import RandomForestRegressor\n",
+ "\n",
+ "parameter = [2, 4, 6, 8, 10]\n",
+ "train_set = []\n",
+ "test_set = []\n",
+ "\n",
+ "for par in parameter:\n",
+ " RF = RandomForestRegressor(max_depth=par, random_state=123)\n",
+ " RF.fit(X_train, y_train)\n",
+ " train_score = RF.score(X_train, y_train)\n",
+ " \n",
+ " print(f\"Train Score Max Depth {par}: {train_score}\")\n",
+ " train_set.append(train_score)\n",
+ " \n",
+ " y_pred = RF.predict(X_test)\n",
+ " test_score = performance_metric(y_test, y_pred)\n",
+ " print(f\"Test Score Max Depth {par}: {test_score}\\n\")\n",
+ " test_set.append(test_score)"
]
},
{
@@ -193,13 +1087,35 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 112,
"metadata": {
"scrolled": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Produce a plot with the score for the testing and training for the different max depths"
+ "# Produce a plot with the score for the testing and training for the different max depths\n",
+ "fig, ax = plt.subplots(1, 1, figsize=(8,4))\n",
+ "\n",
+ "fig.suptitle(\"Scores for Different Models using RandomForest\", size=14)\n",
+ "\n",
+ "ax.plot(parameter, train_set, label=\"R2 Train Score\")\n",
+ "ax.plot(parameter, test_set, label=\"R2 Test Score\")\n",
+ "\n",
+ "ax.legend()\n",
+ "plt.show()"
]
},
{
@@ -215,7 +1131,11 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\"\"\"\n",
+ "Although the train score keeps increasing, when the max_depth is above 6 the results doesn't improve on the test set\n",
+ "Also, the improvement from 4 to 6 is not as big on the test set compared with the train set, that's why we should pick 4.\n",
+ "\"\"\""
]
},
{
@@ -228,11 +1148,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
+ "execution_count": 115,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\"\"\"\n",
+ "When the model is trained with a maximum depth of 1, the model suffer from high bias.\n",
+ "\n",
+ "When the model is trained with a maximum depth of 10, the model suffer from high variance.\n",
+ "\"\"\""
]
},
{
@@ -245,11 +1172,49 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 114,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "RF Max Depth: 1 | Train Score: 0.5040328175880328 | Test Score: 0.4456448615514782 | Difference: 0.058387956036554556\n",
+ "RF Max Depth: 2 | Train Score: 0.7121094550868547 | Test Score: 0.5488414811942033 | Difference: 0.16326797389265146\n",
+ "RF Max Depth: 3 | Train Score: 0.7930455967921238 | Test Score: 0.5910139757925434 | Difference: 0.20203162099958039\n",
+ "RF Max Depth: 4 | Train Score: 0.8492826400245218 | Test Score: 0.6007199110376599 | Difference: 0.24856272898686194\n",
+ "RF Max Depth: 5 | Train Score: 0.8953304412671258 | Test Score: 0.6203897585267815 | Difference: 0.27494068274034433\n",
+ "RF Max Depth: 6 | Train Score: 0.9277140930234182 | Test Score: 0.6221972699239202 | Difference: 0.305516823099498\n",
+ "RF Max Depth: 7 | Train Score: 0.9464365104087262 | Test Score: 0.6229091318672499 | Difference: 0.3235273785414763\n",
+ "RF Max Depth: 8 | Train Score: 0.9580182685267279 | Test Score: 0.627315596614962 | Difference: 0.33070267191176594\n",
+ "RF Max Depth: 9 | Train Score: 0.9611032284700433 | Test Score: 0.6130902227162097 | Difference: 0.34801300575383354\n",
+ "RF Max Depth: 10 | Train Score: 0.9651353267520681 | Test Score: 0.6215415568476712 | Difference: 0.34359376990439694\n"
+ ]
+ }
+ ],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "for i in range(1, 11):\n",
+ " # Initialize\n",
+ " RF = RandomForestRegressor(max_depth=i)\n",
+ " \n",
+ " # Training model\n",
+ " RF.fit(X_train, y_train)\n",
+ " RF_train_score = RF.score(X_train, y_train)\n",
+ " \n",
+ " # Test model\n",
+ " test_pred = RF.predict(X_test)\n",
+ " RF_test_score = r2_score(y_test, test_pred)\n",
+ " \n",
+ " #Getting difference\n",
+ " RF_difference = RF_train_score - RF_test_score\n",
+ " \n",
+ " print(f\"RF Max Depth: {i} | Train Score: {RF_train_score} | Test Score: {RF_test_score} | Difference: {RF_difference}\")\n",
+ " \n",
+ "\"\"\"\n",
+ "The best point I think it would be with a max_depth of 3, as the train score it not as biased as at the beggining and\n",
+ "the difference with the test set is minimum.\n",
+ "\"\"\""
]
},
{
@@ -271,7 +1236,13 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\"\"\"\n",
+ "1. It's not relevant for today's world, as the data has changed.\n",
+ "2. Yes and no. There are some features that might describe a home and the price influence, but not all of them.\n",
+ "3. No, it doesn't have enough data.\n",
+ "4. No, because the data from Bostom is going to be completly different to a rural city.\n",
+ "\"\"\""
]
}
],
@@ -292,7 +1263,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.8.3"
}
},
"nbformat": 4,
diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb
index 9739877..718e1b1 100644
--- a/your-code/lab_overfitting.ipynb
+++ b/your-code/lab_overfitting.ipynb
@@ -21,7 +21,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
@@ -56,11 +56,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here\n"
+ "# Your code here\n",
+ "from sklearn.svm import SVC\n",
+ "\n",
+ "parameters = [0.001, 1, 20]\n",
+ "\n",
+ "classifiers = []\n",
+ "\n",
+ "for param in parameters:\n",
+ " VectorClassifier = SVC(gamma=param, random_state=123)\n",
+ " classifiers.append(VectorClassifier)"
]
},
{
@@ -72,9 +81,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"from matplotlib.colors import ListedColormap\n",
"\n",
@@ -86,7 +106,8 @@
"xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
"cm = plt.cm.RdBu\n",
- "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\nnames = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n",
+ "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n",
+ "names = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n",
"\n",
"# iterate over classifiers\n",
"for name, clf in zip(names, classifiers):\n",
@@ -133,7 +154,11 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\"\"\"\n",
+ "I would choose gamma = 1. The gamma with value 0.001 doesn't predict properly well, so there is much bias and, on the other\n",
+ "hand, the gamma with value 20 doesn't have many errors, meaning that there is much variance.\n",
+ "\"\"\""
]
},
{
@@ -146,11 +171,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.93"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "new_SVC = SVC(gamma=0.7, random_state=123)\n",
+ "\n",
+ "new_SVC.fit(X,y)\n",
+ "new_SVC.score(X,y)"
]
},
{
@@ -162,11 +202,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.95"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.8, random_state=123)\n",
+ "\n",
+ "SVC_splitted = SVC(gamma=20, random_state=123)\n",
+ "\n",
+ "SVC_splitted.fit(X_train, y_train)\n",
+ "SVC_splitted.score(X_train, y_train)"
]
},
{
@@ -178,11 +237,33 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Gamma 0.01 | Train Score: 0.5125\n",
+ "Gamma 0.1 | Train Score: 0.5375\n",
+ "Gamma 0.25 | Train Score: 0.8125\n",
+ "Gamma 0.3 | Train Score: 0.85\n",
+ "Gamma 0.5 | Train Score: 0.9\n",
+ "Gamma 2 | Train Score: 0.9\n",
+ "Gamma 5 | Train Score: 0.9\n",
+ "Gamma 10 | Train Score: 0.925\n"
+ ]
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "new_gamma = [0.01, 0.1, 0.25, 0.3, 0.5, 2, 5, 10]\n",
+ "\n",
+ "for par in new_gamma:\n",
+ " SVC_loop = SVC(gamma=par, random_state=123)\n",
+ " SVC_loop.fit(X_train, y_train)\n",
+ " score = SVC_loop.score(X_train, y_train)\n",
+ " print(f\"Gamma {par} | Train Score: {score}\")"
]
},
{
@@ -198,7 +279,13 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\"\"\"\n",
+ "Once the model was splitted, the difference without splitting and splitting was insignificant, although it was overfitted.\n",
+ "For that case, we should not use a gamma higher than 0.5, as the results doesn't improve more.\n",
+ "Even though, would be best to use a result such as 0.3, as it has a good score and avoids that might be overfitting and\n",
+ "the test score might have a huge difference comparing it with the train score.\n",
+ "\"\"\""
]
}
],
@@ -218,7 +305,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.8.3"
}
},
"nbformat": 4,