From 3671ed0c2af36ca0848295b43335fd570fd2cbd7 Mon Sep 17 00:00:00 2001 From: tjobi Date: Thu, 8 Feb 2024 16:23:37 +0100 Subject: [PATCH] first prediction algorithm --- DataScience_trust.ipynb | 877 +++++++++++++++++++++++++++++++++++----- 1 file changed, 785 insertions(+), 92 deletions(-) diff --git a/DataScience_trust.ipynb b/DataScience_trust.ipynb index 283d960f9..48283f0d0 100644 --- a/DataScience_trust.ipynb +++ b/DataScience_trust.ipynb @@ -2,13 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 196, + "execution_count": 384, "id": "13cdf50f-c32a-4c99-b8bb-dedcf774bed2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -51,7 +51,7 @@ " data = []\n", " \n", " for idx, file_name in enumerate(files):\n", - " if idx > 50:\n", + " if idx > 250:\n", " continue\n", " \n", " imgPath = subdir + '/' + file_name\n", @@ -61,14 +61,9 @@ " imgsAndLabels.append((data, label))\n", " #categories.append(SignCategory(np.array(data), label))\n", "\n", - "for i in range(1,101):\n", - " imgPath = baseData + sign + '/A' + str(i) + '.jpg'\n", - " img = np.asarray(Image.open(imgPath))\n", - " imgstmp.append(img)\n", - "\n", - "imgs = np.array(imgstmp)\n", - "\n", - "imgplot = plt.imshow(imgs[4])" + "data, label = imgsAndLabels[0]\n", + "img1 = data[0]\n", + "imgplot = plt.imshow(img1)" ] }, { @@ -82,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 385, "id": "1f931e17-f941-42da-8c65-d7e1d10f1ae0", "metadata": {}, "outputs": [], @@ -134,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 225, + "execution_count": 386, "id": "cc7db773-7823-42dc-8371-d49d6fa8e82b", "metadata": {}, "outputs": [ @@ -142,15 +137,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "I0000 00:00:1707398582.466911 22032 gl_context_egl.cc:85] Successfully initialized EGL. Major : 1 Minor: 5\n", - "I0000 00:00:1707398582.467975 34796 gl_context.cc:344] GL version: 3.2 (OpenGL ES 3.2 Mesa 23.3.2-1pop0~1704238321~22.04~36f1d0e), renderer: Mesa Intel(R) Xe Graphics (TGL GT2)\n" + "I0000 00:00:1707405503.925784 22032 gl_context_egl.cc:85] Successfully initialized EGL. Major : 1 Minor: 5\n", + "I0000 00:00:1707405503.927057 43142 gl_context.cc:344] GL version: 3.2 (OpenGL ES 3.2 Mesa 23.3.2-1pop0~1704238321~22.04~36f1d0e), renderer: Mesa Intel(R) Xe Graphics (TGL GT2)\n", + "/home/chobbie/.local/lib/python3.10/site-packages/google/protobuf/symbol_database.py:78: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n", + " warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "1479\n" + "7279\n" ] } ], @@ -174,7 +171,7 @@ "#results2d = [ hands.process(img) for img in imgs ]\n", "\n", "results = []\n", - "for label, data in imgsAndLabels:\n", + "for data, label in imgsAndLabels:\n", " for img in data:\n", " r = ( label, hands.process(img), img )\n", " results.append( r )\n", @@ -190,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 227, + "execution_count": 387, "id": "26836ddc-879e-4cbc-9e59-174eef7c6688", "metadata": {}, "outputs": [], @@ -215,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 388, "id": "5c7da97b-4338-4d68-81ae-beb241edb3fe", "metadata": {}, "outputs": [], @@ -225,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 231, + "execution_count": 389, "id": "a4a6b7a9-f1de-48cf-9c2f-1d087f4d3003", "metadata": {}, "outputs": [ @@ -235,7 +232,7 @@ "True" ] }, - "execution_count": 231, + "execution_count": 389, "metadata": {}, "output_type": "execute_result" } @@ -248,7 +245,7 @@ "landmarks_list = []\n", "labels_list = []\n", "for entry in data:\n", - " landmarks_list.append(np.array(entry[1:]))\n", + " landmarks_list.append(np.array(entry[1:], dtype=np.float32))\n", " labels_list.append(entry[0])\n", "\n", "landmarks_array = np.array(landmarks_list)\n", @@ -259,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 239, + "execution_count": 390, "id": "567fb3d6-698c-4f34-967c-c2d0870cf1eb", "metadata": {}, "outputs": [], @@ -290,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 241, + "execution_count": 391, "id": "275577ce-92e7-409f-993b-6a627e34ab75", "metadata": {}, "outputs": [], @@ -301,14 +298,14 @@ }, { "cell_type": "code", - "execution_count": 242, + "execution_count": 392, "id": "04a43cfa-05e2-4dfb-affb-e78c65ed3c5e", "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
SGDClassifier(random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
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SGDClassifier(random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "SGDClassifier(random_state=42)" ] }, - "execution_count": 242, + "execution_count": 392, "metadata": {}, "output_type": "execute_result" } @@ -731,46 +728,742 @@ }, { "cell_type": "code", - "execution_count": 276, + "execution_count": 393, "id": "af89ba85-2ea4-41b1-a5af-c32299bc0452", "metadata": {}, "outputs": [ { - "ename": "ValueError", - "evalue": "dtype='numeric' is not compatible with arrays of bytes/strings.Convert your data to numeric values explicitly instead.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[276], line 13\u001b[0m\n\u001b[1;32m 10\u001b[0m some_lm\n\u001b[1;32m 12\u001b[0m \u001b[38;5;66;03m#landmarks_train[0]\u001b[39;00m\n\u001b[0;32m---> 13\u001b[0m \u001b[43msgd_clf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43m \u001b[49m\u001b[43msome_lm\u001b[49m\u001b[43m \u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/linear_model/_base.py:351\u001b[0m, in \u001b[0;36mLinearClassifierMixin.predict\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 337\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 338\u001b[0m \u001b[38;5;124;03mPredict class labels for samples in X.\u001b[39;00m\n\u001b[1;32m 339\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 348\u001b[0m \u001b[38;5;124;03m Vector containing the class labels for each sample.\u001b[39;00m\n\u001b[1;32m 349\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 350\u001b[0m xp, _ \u001b[38;5;241m=\u001b[39m get_namespace(X)\n\u001b[0;32m--> 351\u001b[0m scores \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecision_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 352\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(scores\u001b[38;5;241m.\u001b[39mshape) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 353\u001b[0m indices \u001b[38;5;241m=\u001b[39m xp\u001b[38;5;241m.\u001b[39mastype(scores \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m, \u001b[38;5;28mint\u001b[39m)\n", - "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/linear_model/_base.py:332\u001b[0m, in \u001b[0;36mLinearClassifierMixin.decision_function\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 329\u001b[0m check_is_fitted(\u001b[38;5;28mself\u001b[39m)\n\u001b[1;32m 330\u001b[0m xp, _ \u001b[38;5;241m=\u001b[39m get_namespace(X)\n\u001b[0;32m--> 332\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccept_sparse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcsr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 333\u001b[0m scores \u001b[38;5;241m=\u001b[39m safe_sparse_dot(X, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcoef_\u001b[38;5;241m.\u001b[39mT, dense_output\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m) \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mintercept_\n\u001b[1;32m 334\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m xp\u001b[38;5;241m.\u001b[39mreshape(scores, (\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m,)) \u001b[38;5;28;01mif\u001b[39;00m scores\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m scores\n", - "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/base.py:633\u001b[0m, in \u001b[0;36mBaseEstimator._validate_data\u001b[0;34m(self, X, y, reset, validate_separately, cast_to_ndarray, **check_params)\u001b[0m\n\u001b[1;32m 631\u001b[0m out \u001b[38;5;241m=\u001b[39m X, y\n\u001b[1;32m 632\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m no_val_X \u001b[38;5;129;01mand\u001b[39;00m no_val_y:\n\u001b[0;32m--> 633\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[43mcheck_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minput_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mX\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcheck_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 634\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m no_val_X \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m no_val_y:\n\u001b[1;32m 635\u001b[0m out \u001b[38;5;241m=\u001b[39m _check_y(y, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcheck_params)\n", - "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/utils/validation.py:992\u001b[0m, in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator, input_name)\u001b[0m\n\u001b[1;32m 989\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg)\n\u001b[1;32m 991\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m dtype_numeric \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(array\u001b[38;5;241m.\u001b[39mdtype, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mkind\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m array\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;241m.\u001b[39mkind \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUSV\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m--> 992\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 993\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnumeric\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m is not compatible with arrays of bytes/strings.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 994\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mConvert your data to numeric values explicitly instead.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 995\u001b[0m )\n\u001b[1;32m 996\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m allow_nd \u001b[38;5;129;01mand\u001b[39;00m array\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m3\u001b[39m:\n\u001b[1;32m 997\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 998\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFound array with dim \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m expected <= 2.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 999\u001b[0m \u001b[38;5;241m%\u001b[39m (array\u001b[38;5;241m.\u001b[39mndim, estimator_name)\n\u001b[1;32m 1000\u001b[0m )\n", - "\u001b[0;31mValueError\u001b[0m: dtype='numeric' is not compatible with arrays of bytes/strings.Convert your data to numeric values explicitly instead." + "name": "stdout", + "output_type": "stream", + "text": [ + "Label of some_lm: del\tprediction: [False]\n" + ] + } + ], + "source": [ + "idx = 55\n", + "some_lm = landmarks_array[idx]\n", + "some_lm_label = labels_array[idx]\n", + "\n", + "prediction = sgd_clf.predict( [ some_lm ])\n", + "print(\"Label of some_lm: \" + some_lm_label + \"\\tprediction: \" + str(prediction))" + ] + }, + { + "cell_type": "code", + "execution_count": 394, + "id": "1adc838b-415a-47d1-b818-eb667f2eb251", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.99699022, 0.99699022, 0.99435666])" + ] + }, + "execution_count": 394, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "##\n", + "## TIME TO LOOK AT THE STATS\n", + "##\n", + "\n", + "from sklearn.model_selection import cross_val_score \n", + "cross_val_score(sgd_clf, landmarks_train, labels_train_A, cv=3, scoring=\"accuracy\")" + ] + }, + { + "cell_type": "code", + "execution_count": 395, + "id": "633cd7c0-525e-46f2-a364-e1eb379b6c1a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[7689, 15],\n", + " [ 16, 254]])" + ] + }, + "execution_count": 395, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.model_selection import cross_val_predict \n", + "from sklearn.metrics import confusion_matrix\n", + "\n", + "labels_train_pred = cross_val_predict(sgd_clf, landmarks_train, labels_train_A, cv=3)\n", + "cm = confusion_matrix(labels_train_A, labels_train_pred)\n", + "cm" + ] + }, + { + "cell_type": "code", + "execution_count": 396, + "id": "f1876599-7a49-4ed0-a504-ba0ad05e601e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9442379182156134 0.9407407407407408\n" ] } ], "source": [ - "#some_label, some_imgs = imgsAndLabels[0]\n", - "#some_img = some_imgs[0]\n", + "## REcall+ precision\n", + "from sklearn.metrics import precision_score, recall_score \n", + "\n", + "precision = precision_score(labels_train_A, labels_train_pred) \n", + "recall = recall_score(labels_train_A, labels_train_pred)\n", + "\n", + "print(precision, recall)" + ] + }, + { + "cell_type": "code", + "execution_count": 397, + "id": "58d3cdb9-bec3-4665-8922-dc5d117f76f4", + "metadata": {}, + "outputs": [], + "source": [ + "##\n", + "## V OR NOT V\n", + "##\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "labels_train_V = (labels_train == 'V')\n", + "labels_test_V = (labels_test == 'V')\n", "\n", - "#imgplot = plt.imshow(some_img)\n", - "#print(\"should be label: \" + some_label)\n", + "sgd_v = SGDClassifier(random_state=42) \n", + "sgd_v.fit(landmarks_train, labels_train_V)\n", + "\n", + "forest_v = RandomForestClassifier(random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 398, + "id": "9bc5a410-16ce-4013-b05b-78197b67c67d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[7629, 5],\n", + " [ 27, 313]])" + ] + }, + "execution_count": 398, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "##\n", + "## TIME TO LOOK AT THE STATS FOR V\n", + "##\n", + "cross_val_score(sgd_v, landmarks_train, labels_train_V, cv=3, scoring=\"accuracy\")\n", "\n", - "#print(some_img)\n", - "some_lm = landmarks_array[0]\n", + "labels_train_pred_v = cross_val_predict(sgd_v, landmarks_train, labels_train_V, cv=3)\n", + "cm = confusion_matrix(labels_train_V, labels_train_pred_v)\n", + "cm" + ] + }, + { + "cell_type": "code", + "execution_count": 399, + "id": "82ff5726-c246-4d2a-b014-e519be96c679", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0 0.0\n" + ] + } + ], + "source": [ + "precision_v = precision_score(labels_train_V, labels_train_pred) \n", + "recall_v = recall_score(labels_train_V, labels_train_pred)\n", "\n", - "some_lm\n", + "print(precision_v, recall_v)" + ] + }, + { + "cell_type": "code", + "execution_count": 400, + "id": "62d1ace5-51de-4c7b-bbc7-111662027f3e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0.],\n", + " [1., 0.],\n", + " [1., 0.],\n", + " ...,\n", + " [1., 0.],\n", + " [1., 0.],\n", + " [1., 0.]])" + ] + }, + "execution_count": 400, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## random forest for V\n", + "labels_probas_forest_v = cross_val_predict(forest_v, landmarks_train, labels_train_V, cv=3, method=\"predict_proba\")\n", "\n", - "#landmarks_train[0]\n", - "sgd_clf.predict( [ some_lm ])\n" + "labels_probas_forest_v[:1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 401, + "id": "9e5609cd-2052-43a8-89a6-208e83d73032", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'A'" + ] + }, + "execution_count": 401, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "labels_train[2]" ] }, { "cell_type": "code", "execution_count": null, - "id": "1adc838b-415a-47d1-b818-eb667f2eb251", + "id": "b039f5be-0764-4205-bde5-36b450d49c1f", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 402, + "id": "f417166d-3a14-4fcf-b96d-49172d492f31", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
SGDClassifier(random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "SGDClassifier(random_state=42)" + ] + }, + "execution_count": 402, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "##\n", + "## MULTICLASS CLASSIFICATION\n", + "##\n", + "from sklearn.svm import SVC\n", + "\n", + "sgd_clf_ovo = SGDClassifier(random_state=42) \n", + "\n", + "sgd_clf.fit(landmarks_train, labels_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 403, + "id": "78ac5e25-bd2b-4d37-a08f-22ec3ef2cc86", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.95109105, 0.94883371, 0.96613995])" + ] + }, + "execution_count": 403, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cross_val_score(sgd_clf_ovo, landmarks_train, labels_train, cv=3, scoring=\"accuracy\")" + ] + }, + { + "cell_type": "code", + "execution_count": 404, + "id": "ded86079-d763-49de-9c2a-41d3293a7168", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.9586155 , 0.96576373, 0.96388262])" + ] + }, + "execution_count": 404, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.metrics import ConfusionMatrixDisplay\n", + "from sklearn.preprocessing import StandardScaler \n", + "scaler = StandardScaler() \n", + "landmarks_train_scaled = scaler.fit_transform(landmarks_train.astype(\"float64\")) \n", + "cross_val_score(sgd_clf_ovo, landmarks_train_scaled, labels_train, cv=3, scoring=\"accuracy\")" + ] + }, + { + "cell_type": "code", + "execution_count": 405, + "id": "1f3eb319-3b44-40ba-a854-3ecf4c32af4e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "labels_train_predict_ovo = cross_val_predict(sgd_clf_ovo, landmarks_train_scaled, labels_train, cv=3)\n", + "ConfusionMatrixDisplay.from_predictions(labels_train, labels_train_predict_ovo)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5064c459-126f-4ca6-8ca8-783ad6d10871", "metadata": {}, "outputs": [], "source": []