diff --git a/4_logistic_regression/2-Logistic_regression.ipynb b/4_logistic_regression/2-Logistic_regression.ipynb index 80a76d7..ce3b459 100644 --- a/4_logistic_regression/2-Logistic_regression.ipynb +++ b/4_logistic_regression/2-Logistic_regression.ipynb @@ -339,20 +339,20 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "accuracy train = 0.850000\n", - "accuracy test = 0.825000\n" + "accuracy train = 0.816667\n", + "accuracy test = 0.850000\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -364,43 +364,51 @@ } ], "source": [ + "%matplotlib inline\n", + "\n", + "import sklearn.datasets\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import confusion_matrix\n", "from sklearn.metrics import accuracy_score\n", "import matplotlib.pyplot as plt\n", "\n", - "# calculate train/test data number\n", + "# 生成模拟数据\n", + "data, label = sklearn.datasets.make_moons(200, noise=0.30)\n", + "\n", + "# 计算得到训练、测试数据个数\n", "N = len(data)\n", "N_train = int(N*0.6)\n", "N_test = N - N_train\n", "\n", - "# split train/test data\n", + "# 分割成训练、测试数据\n", "x_train = data[:N_train, :]\n", "y_train = label[:N_train]\n", "x_test = data[N_train:, :]\n", "y_test = label[N_train:]\n", "\n", - "# do logistic regression\n", - "lr=LogisticRegression()\n", + "# 进行逻辑回归\n", + "lr = LogisticRegression()\n", "lr.fit(x_train,y_train)\n", "\n", + "# 预测\n", "pred_train = lr.predict(x_train)\n", "pred_test = lr.predict(x_test)\n", "\n", - "# calculate train/test accuracy\n", + "# 计算训练/测试精度\n", "acc_train = accuracy_score(y_train, pred_train)\n", "acc_test = accuracy_score(y_test, pred_test)\n", "print(\"accuracy train = %f\" % acc_train)\n", "print(\"accuracy test = %f\" % acc_test)\n", "\n", - "# plot confusion matrix\n", + "# 绘制混淆矩阵\n", "cm = confusion_matrix(y_test,pred_test)\n", "\n", "plt.matshow(cm)\n", - "plt.title(u'Confusion Matrix')\n", + "plt.title('Confusion Matrix')\n", "plt.colorbar()\n", - "plt.ylabel(u'Groundtruth')\n", + "plt.ylabel('Groundtruth')\n", "plt.xlabel(u'Predict')\n", + "plt.savefig('logistic_confusion_matrix.pdf')\n", "plt.show()" ] }, @@ -420,8 +428,10 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, + "execution_count": 5, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { @@ -454,35 +464,92 @@ " ax.text(0, 7, str(digits.target[i]))" ] }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1797, 64)\n", + "accuracy train = 1.000000, accuracy_test = 0.905556\n", + "score_train = 1.000000, score_test = 0.905556\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/bushuhui/anaconda3/envs/dl/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" + ] + } + ], + "source": [ + "from sklearn.datasets import load_digits\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.manifold import Isomap\n", + "\n", + "import matplotlib.pyplot as plt \n", + "\n", + "# 加载示例数据\n", + "digits, dig_label = load_digits(return_X_y=True)\n", + "print(digits.shape)\n", + "\n", + "# 计算训练/测试数据个数\n", + "N = len(digits)\n", + "N_train = int(N*0.8)\n", + "N_test = N - N_train\n", + "\n", + "# 分割训练/测试数据集\n", + "x_train = digits[:N_train, :]\n", + "y_train = dig_label[:N_train]\n", + "x_test = digits[N_train:, :]\n", + "y_test = dig_label[N_train:]\n", + "\n", + "# 进行逻辑回归分类\n", + "lr = LogisticRegression()\n", + "lr.fit(x_train, y_train)\n", + "\n", + "pred_train = lr.predict(x_train)\n", + "pred_test = lr.predict(x_test)\n", + "\n", + "# 计算测试、训练精度\n", + "acc_train = accuracy_score(y_train, pred_train)\n", + "acc_test = accuracy_score(y_test, pred_test)\n", + "print(\"accuracy train = %f, accuracy_test = %f\" % (acc_train, acc_test))\n", + "\n", + "score_train = lr.score(x_train, y_train)\n", + "score_test = lr.score(x_test, y_test)\n", + "print(\"score_train = %f, score_test = %f\" % (score_train, score_test))\n" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 可视化特征\n", "\n", - "针对机器学习的问题,一个比较好的方法是通过降维的方法将原始的高维特征降到2-3维并可视化处理,通过这样的方法可以对所要处理的数据有一个初步的认识。这里介绍最简单的降维方法主成分分析(Principal Component Analysis, PCA).\n", - "\n", - "PCA寻求具有最大方差的特征的正交线性组合,因此可以更好地了解数据的结构。在这里,我们将使用Randomized PCA,因为当数据个数$N$比较大时,计算的效率更好。\n" + "针对机器学习的问题,一个比较好的方法是通过降维的方法将原始的高维特征降到2-3维并可视化处理,通过这样的方法可以对所要处理的数据有一个初步的认识。这里介绍最简单的降维方法主成分分析(Principal Component Analysis, PCA)。PCA寻求具有最大方差的特征的正交线性组合,因此可以更好地了解数据的结构。在这里,我们将使用Randomized PCA,因为当数据个数$N$比较大时,计算的效率更好。\n" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -499,7 +566,9 @@ "proj = pca.fit_transform(digits.data)\n", "\n", "plt.scatter(proj[:, 0], proj[:, 1], c=digits.target)\n", - "plt.colorbar()" + "plt.colorbar()\n", + "plt.savefig(\"pca_visualize.pdf\")\n", + "plt.show()" ] }, { @@ -513,19 +582,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", @@ -545,7 +604,9 @@ "proj = iso.fit_transform(digits.data)\n", "\n", "plt.scatter(proj[:, 0], proj[:, 1], c=digits.target)\n", - "plt.colorbar()" + "plt.colorbar()\n", + "plt.savefig(\"isomap_visualize.pdf\")\n", + "plt.show()" ] }, { @@ -557,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -592,34 +653,35 @@ "\n", "import matplotlib.pyplot as plt \n", "\n", - "# load digital data\n", + "# 加载示例数据\n", "digits, dig_label = load_digits(return_X_y=True)\n", "print(digits.shape)\n", "\n", + "# 进行特征降维\n", "feature_trans = True\n", "if feature_trans:\n", " iso = Isomap(n_neighbors=5, n_components=8)\n", " digits = iso.fit_transform(digits)\n", "\n", - "# calculate train/test data number\n", + "# 计算训练/测试数据个数\n", "N = len(digits)\n", "N_train = int(N*0.8)\n", "N_test = N - N_train\n", "\n", - "# split train/test data\n", + "# 分割训练/测试数据集\n", "x_train = digits[:N_train, :]\n", "y_train = dig_label[:N_train]\n", "x_test = digits[N_train:, :]\n", "y_test = dig_label[N_train:]\n", "\n", - "# do logistic regression\n", - "lr=LogisticRegression()\n", + "# 进行逻辑回归分类\n", + "lr = LogisticRegression()\n", "lr.fit(x_train,y_train)\n", "\n", "pred_train = lr.predict(x_train)\n", "pred_test = lr.predict(x_test)\n", "\n", - "# calculate train/test accuracy\n", + "# 计算测试、训练精度\n", "acc_train = accuracy_score(y_train, pred_train)\n", "acc_test = accuracy_score(y_test, pred_test)\n", "print(\"accuracy train = %f, accuracy_test = %f\" % (acc_train, acc_test))\n", @@ -632,7 +694,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -659,6 +721,7 @@ "plt.colorbar()\n", "plt.ylabel(u'Groundtruth')\n", "plt.xlabel(u'Predict')\n", + "plt.savefig(\"sklean_isomap_confusion_matrix.pdf\")\n", "plt.show()" ] }, diff --git a/4_logistic_regression/isomap_visualize.pdf b/4_logistic_regression/isomap_visualize.pdf new file mode 100644 index 0000000..7d92ea6 Binary files 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