introduction-to-machine-learning#
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diff --git "a/docs/\345\210\206\347\261\273/\346\224\257\346\214\201\345\220\221\351\207\217\346\234\272.html" "b/docs/\345\210\206\347\261\273/\346\224\257\346\214\201\345\220\221\351\207\217\346\234\272.html"
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+ 支持向量机 — 机器学习入门
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+ 支持向量机
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+支持向量机#
+
+核函数#
+在支持向量机(SVM)中,核函数(kernel function)是一种用于将数据映射到高维特征空间的函数。核函数的作用是在原始特征空间中隐式地计算样本之间的相似性或内积,从而使非线性问题可以通过线性分类器进行处理。
+核函数的关键思想是将低维空间中线性不可分的模式转换为高维空间中线性可分的模式。这种转换可以使SVM能够建立一个决策边界,将不同类别的样本正确地分开。通过引入核函数,我们无需直接计算高维特征空间,而只需计算低维空间中的核函数值。
+常见的核函数包括:
+线性核函数(linear kernel):在原始特征空间中直接计算样本之间的内积,即K(x, y) = x·y。
+多项式核函数(polynomial kernel):将样本映射到多项式特征空间,通过计算多项式函数来度量样本之间的相似性。
+高斯核函数(Gaussian kernel),也称为径向基函数(Radial Basis Function,RBF)核函数:将样本映射到无限维的特征空间,通过计算样本之间的欧氏距离来度量相似性。
+sigmoid核函数:将样本映射到双曲正切函数的特征空间,通过计算双曲正切函数来度量样本之间的相似性。
+下面对比下几种方法:
+
+
+import numpy as np
+from sklearn.datasets import make_circles
+from sklearn.svm import SVC
+import matplotlib.pyplot as plt
+
+# 创建一个非线性的二维数据集
+X, y = make_circles(n_samples=100, noise=0.1, factor=0.4, random_state=42)
+
+# 定义不同核函数的名称和参数
+kernels = ['linear', 'poly', 'rbf']
+parameters = [{'C': 1}, {'degree': 3, 'C': 1}, {'gamma': 'scale', 'C': 1}]
+
+# 绘制不同核函数的分类结果
+plt.figure(figsize=(12, 4))
+for i, kernel in enumerate(kernels):
+ # 创建SVC模型并使用指定核函数进行训练
+ model = SVC(kernel=kernel, **parameters[i])
+ model.fit(X, y)
+
+ # 在二维空间中绘制分类结果
+ plt.subplot(1, 3, i + 1)
+ plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired)
+ plt.title(f"Kernel: {kernel}")
+
+ # 绘制决策边界
+ ax = plt.gca()
+ xlim = ax.get_xlim()
+ ylim = ax.get_ylim()
+ xx, yy = np.meshgrid(np.linspace(xlim[0], xlim[1], 100),
+ np.linspace(ylim[0], ylim[1], 100))
+ Z = model.decision_function(np.c_[xx.ravel(), yy.ravel()])
+ Z = Z.reshape(xx.shape)
+ plt.contour(xx, yy, Z, colors='k', levels=[-1, 0, 1], alpha=0.5)
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+ plt.xlabel('X')
+ plt.ylabel('Y')
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+plt.tight_layout()
+plt.show()
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+多分类 OvO vs OvR#
+在多分类问题中,SVM支持两种常见的策略:One-vs-One(OvO)和One-vs-Rest(OvR)。它们之间的区别在于处理多个类别的方式。
+One-vs-One和One-vs-Rest两种多分类策略的主要区别:
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+One-vs-One (OvO)
+One-vs-Rest (OvR)
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+模型数量
+N * (N-1) / 2
+N
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+训练时间
+较长
+较短
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+内存消耗
+较大
+较小
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+样本数量
+每个模型较少
+每个模型较多
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+预测效果
+可能更准确
+简洁但可能稍差
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+在这个表格中,”N”表示类别的总数。
+
+One-vs-One策略需要构建更多的模型,训练时间更长,消耗更多的内存,但在某些情况下可能提供更准确的预测结果。
+One-vs-Rest策略只需要构建N个模型,训练时间和内存消耗较少,但预测结果可能相对简洁且略有不准确。
+
+一般来说,当类别数量较少时,OvR策略可能更简洁有效。而当类别数量较多时,OvO策略可能更准确,但也需要更多的计算资源和时间。
+从性能考虑,默认是OvR。
+下面对比下这两种策略:
+
+
+# 导入必要的库
+from sklearn import datasets
+from sklearn.model_selection import train_test_split
+from sklearn.svm import SVC
+from sklearn.metrics import accuracy_score
+
+# 加载数据集
+iris = datasets.load_iris()
+X = iris.data
+y = iris.target
+
+# 将数据集拆分为训练集和测试集
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+
+# 创建一个SVC模型(使用one-vs-one策略)
+model_ovo = SVC(decision_function_shape='ovo')
+# 使用训练数据来训练模型
+model_ovo.fit(X_train, y_train)
+# 使用训练后的模型对测试数据进行预测
+y_pred_ovo = model_ovo.predict(X_test)
+# 计算预测准确率
+accuracy_ovo = accuracy_score(y_test, y_pred_ovo)
+print("One-vs-One 准确率:", accuracy_ovo)
+
+# 创建一个SVC模型(使用one-vs-rest策略)
+model_ovr = SVC(decision_function_shape='ovr')
+# 使用训练数据来训练模型
+model_ovr.fit(X_train, y_train)
+# 使用训练后的模型对测试数据进行预测
+y_pred_ovr = model_ovr.predict(X_test)
+# 计算预测准确率
+accuracy_ovr = accuracy_score(y_test, y_pred_ovr)
+print("One-vs-Rest 准确率:", accuracy_ovr)
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+One-vs-One 准确率: 1.0
+One-vs-Rest 准确率: 1.0
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+SVC、NuSVC和LinearSVC#
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+SVC
+NuSVC
+LinearSVC
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+算法
+C-SVM
+ν-SVM
+线性SVM
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+核函数
+可选择不同的核函数
+可选择不同的核函数
+不支持核函数
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+分类
+二分类和多分类
+二分类和多分类
+仅线性可分问题
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+训练时间
+长
+较长
+较快
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+大型数据集
+适用
+适用
+适用
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+这个表格总结了SVC、NuSVC和LinearSVC三种算法的主要特点
+
+如果问题是线性可分的并且需要较快的训练时间,可以选择LinearSVC。
+如果问题是非线性的并且对支持向量的数量有一定灵活性要求,可以选择NuSVC。
+如果问题是非线性的,并且希望可以选择不同的核函数,可以选择SVC。
+
+
+
+# 导入必要的库
+from sklearn import datasets
+from sklearn.model_selection import train_test_split
+from sklearn.svm import SVC, NuSVC, LinearSVC
+from sklearn.metrics import accuracy_score
+
+# 加载数据集
+iris = datasets.load_iris()
+X = iris.data
+y = iris.target
+
+# 将数据集拆分为训练集和测试集
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+
+# 创建一个SVC模型
+svc_model = SVC()
+# 使用训练数据来训练SVC模型
+svc_model.fit(X_train, y_train)
+# 使用训练后的SVC模型对测试数据进行预测
+svc_pred = svc_model.predict(X_test)
+# 计算SVC模型的预测准确率
+svc_accuracy = accuracy_score(y_test, svc_pred)
+print("SVC 准确率:", svc_accuracy)
+
+# 创建一个NuSVC模型
+nusvc_model = NuSVC()
+# 使用训练数据来训练NuSVC模型
+nusvc_model.fit(X_train, y_train)
+# 使用训练后的NuSVC模型对测试数据进行预测
+nusvc_pred = nusvc_model.predict(X_test)
+# 计算NuSVC模型的预测准确率
+nusvc_accuracy = accuracy_score(y_test, nusvc_pred)
+print("NuSVC 准确率:", nusvc_accuracy)
+
+# 创建一个LinearSVC模型
+linearsvc_model = LinearSVC()
+# 使用训练数据来训练LinearSVC模型
+linearsvc_model.fit(X_train, y_train)
+# 使用训练后的LinearSVC模型对测试数据进行预测
+linearsvc_pred = linearsvc_model.predict(X_test)
+# 计算LinearSVC模型的预测准确率
+linearsvc_accuracy = accuracy_score(y_test, linearsvc_pred)
+print("LinearSVC 准确率:", linearsvc_accuracy)
+
+
+
+
+SVC 准确率: 1.0
+NuSVC 准确率: 1.0
+LinearSVC 准确率: 1.0
+
+
+/home/runner/.local/lib/python3.10/site-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.
+ warnings.warn(
+/home/runner/.local/lib/python3.10/site-packages/sklearn/svm/_base.py:1250: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.
+ warnings.warn(
+
+
+
+
+
+
+非均衡问题#
+非均衡问题(Imbalanced problem)是指在分类问题中,不同类别的样本数量差异很大,其中一个类别的样本数量远远超过另一个类别。这种情况可能会导致模型对多数类别进行较好的预测,而对少数类别进行较差的预测。
+解决非均衡问题的方法有很多,以下是一些常用的方法:
+重采样(Resampling):通过欠采样或过采样来平衡数据集中的类别数量。欠采样减少多数类别的样本数量,而过采样增加少数类别的样本数量。这些技术可以通过随机丢弃或复制样本来实现。
+类别权重(Class weights):在训练模型时,通过给少数类别分配更高的权重,使得模型在训练过程中更关注少数类别的分类效果。在大多数机器学习算法中,可以使用class_weight参数来设置类别权重。
+算法调整(Algorithmic adjustments):一些算法具有内置的处理非均衡数据集的功能,例如决策树算法中的代价敏感训练(Cost-Sensitive Training)。这些算法通过修改损失函数或调整决策阈值来改善少数类别的预测效果。
+集成方法(Ensemble methods):使用集成学习方法,如随机森林(Random Forest)或梯度提升树(Gradient Boosting),可以通过结合多个模型的预测结果来改善分类效果。在非均衡问题中,可以使用集成方法来平衡类别之间的预测差异。
+生成合成样本(Generate synthetic samples):一些算法可以生成合成的少数类别样本,以增加数据集中少数类别的样本数量。例如,SMOTE(Synthetic Minority Over-sampling Technique)算法可以通过插值生成新的少数类别样本。
+下面绘制加权数据集的决策函数图,其中点的大小与其权重成比例。
+
+样本加权会重新缩放C参数,这意味着分类器更加强调正确分类这些点。这种影响通常是微妙的。为了突出显示效果,在这里我们特别给异常值赋予更大的权重,使得决策边界的变形非常明显。
+
+
+
+import matplotlib.pyplot as plt
+import numpy as np
+
+from sklearn import svm
+
+
+def plot_decision_function(classifier, sample_weight, axis, title):
+ # plot the decision function
+ xx, yy = np.meshgrid(np.linspace(-4, 5, 500), np.linspace(-4, 5, 500))
+
+ Z = classifier.decision_function(np.c_[xx.ravel(), yy.ravel()])
+ Z = Z.reshape(xx.shape)
+
+ # plot the line, the points, and the nearest vectors to the plane
+ axis.contourf(xx, yy, Z, alpha=0.75, cmap=plt.cm.bone)
+ axis.scatter(
+ X[:, 0],
+ X[:, 1],
+ c=y,
+ s=100 * sample_weight,
+ alpha=0.9,
+ cmap=plt.cm.bone,
+ edgecolors="black",
+ )
+
+ axis.axis("off")
+ axis.set_title(title)
+
+
+# we create 20 points
+np.random.seed(0)
+X = np.r_[np.random.randn(10, 2) + [1, 1], np.random.randn(10, 2)]
+y = [1] * 10 + [-1] * 10
+sample_weight_last_ten = abs(np.random.randn(len(X)))
+sample_weight_constant = np.ones(len(X))
+# and bigger weights to some outliers
+sample_weight_last_ten[15:] *= 5
+sample_weight_last_ten[9] *= 15
+
+# Fit the models.
+
+# This model does not take into account sample weights.
+clf_no_weights = svm.SVC(gamma=1)
+clf_no_weights.fit(X, y)
+
+# This other model takes into account some dedicated sample weights.
+clf_weights = svm.SVC(gamma=1)
+clf_weights.fit(X, y, sample_weight=sample_weight_last_ten)
+
+fig, axes = plt.subplots(1, 2, figsize=(14, 6))
+plot_decision_function(
+ clf_no_weights, sample_weight_constant, axes[0], "Constant weights"
+)
+plot_decision_function(clf_weights, sample_weight_last_ten, axes[1], "Modified weights")
+
+plt.show()
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+
集成学习#
@@ -589,11 +598,11 @@ XGBoost(eXtreme Gradient Boosting)
next
- 矩阵
+ 支持向量机
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Contents
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回归:预测与对象相关的连续值的属性。
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diff --git "a/docs/\345\233\236\345\275\222/\345\210\206\344\275\215\346\225\260\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\345\210\206\344\275\215\346\225\260\345\233\236\345\275\222.html"
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最小二乘法#
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+
Contents
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-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.html"
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+++ "b/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.html"
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正则化线性回归#
@@ -821,6 +830,7 @@ 多任务弹性网络
+
Contents
@@ -889,8 +899,8 @@ 多任务弹性网络
-
+
+
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线性回归#
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+
Contents
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贝叶斯回归#
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Contents
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迭代求解方法#
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+
Contents
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-
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diff --git "a/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html"
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逻辑回归#
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+
Contents
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-
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+
+
diff --git "a/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html" "b/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html"
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+
随机梯度下降#
@@ -886,6 +895,7 @@ 参考#
+
Contents
@@ -955,8 +965,8 @@ 参考#
-
-
+
+
diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
index e7f243f..b72f33f 100644
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+
LDA和QDA#
@@ -686,7 +695,7 @@ LDA vs QDA
-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
@@ -755,6 +764,7 @@ 参考#<
+
Contents
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-
-
+
+
diff --git "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html" "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
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-
+
矩阵#
@@ -544,12 +553,12 @@ 拉格朗日乘子法
previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
index ef4d34e..feb707a 100644
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+++ b/genindex.html
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diff --git a/objects.inv b/objects.inv
index c5e7b3e..99d97d1 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
--- a/search.html
+++ b/search.html
@@ -17,15 +17,15 @@
-
-
-
+
+
+
-
-
-
-
+
+
+
+
@@ -36,9 +36,9 @@
-
-
-
+
+
+
@@ -75,7 +75,7 @@
- Skip to main content
+ Skip to main content
@@ -118,13 +118,21 @@
Ctrl+K
+
+
-
+
+
+
+
+
+
+
+
@@ -418,8 +429,8 @@ Search
-
-
+
+
diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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CART(Classification and Regression Trees)
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Contents
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+ 支持向量机 — 机器学习入门
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+Open issue
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+ 支持向量机
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+ Contents
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+支持向量机#
+
+核函数#
+在支持向量机(SVM)中,核函数(kernel function)是一种用于将数据映射到高维特征空间的函数。核函数的作用是在原始特征空间中隐式地计算样本之间的相似性或内积,从而使非线性问题可以通过线性分类器进行处理。
+核函数的关键思想是将低维空间中线性不可分的模式转换为高维空间中线性可分的模式。这种转换可以使SVM能够建立一个决策边界,将不同类别的样本正确地分开。通过引入核函数,我们无需直接计算高维特征空间,而只需计算低维空间中的核函数值。
+常见的核函数包括:
+线性核函数(linear kernel):在原始特征空间中直接计算样本之间的内积,即K(x, y) = x·y。
+多项式核函数(polynomial kernel):将样本映射到多项式特征空间,通过计算多项式函数来度量样本之间的相似性。
+高斯核函数(Gaussian kernel),也称为径向基函数(Radial Basis Function,RBF)核函数:将样本映射到无限维的特征空间,通过计算样本之间的欧氏距离来度量相似性。
+sigmoid核函数:将样本映射到双曲正切函数的特征空间,通过计算双曲正切函数来度量样本之间的相似性。
+下面对比下几种方法:
+
+
+import numpy as np
+from sklearn.datasets import make_circles
+from sklearn.svm import SVC
+import matplotlib.pyplot as plt
+
+# 创建一个非线性的二维数据集
+X, y = make_circles(n_samples=100, noise=0.1, factor=0.4, random_state=42)
+
+# 定义不同核函数的名称和参数
+kernels = ['linear', 'poly', 'rbf']
+parameters = [{'C': 1}, {'degree': 3, 'C': 1}, {'gamma': 'scale', 'C': 1}]
+
+# 绘制不同核函数的分类结果
+plt.figure(figsize=(12, 4))
+for i, kernel in enumerate(kernels):
+ # 创建SVC模型并使用指定核函数进行训练
+ model = SVC(kernel=kernel, **parameters[i])
+ model.fit(X, y)
+
+ # 在二维空间中绘制分类结果
+ plt.subplot(1, 3, i + 1)
+ plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired)
+ plt.title(f"Kernel: {kernel}")
+
+ # 绘制决策边界
+ ax = plt.gca()
+ xlim = ax.get_xlim()
+ ylim = ax.get_ylim()
+ xx, yy = np.meshgrid(np.linspace(xlim[0], xlim[1], 100),
+ np.linspace(ylim[0], ylim[1], 100))
+ Z = model.decision_function(np.c_[xx.ravel(), yy.ravel()])
+ Z = Z.reshape(xx.shape)
+ plt.contour(xx, yy, Z, colors='k', levels=[-1, 0, 1], alpha=0.5)
+
+ plt.xlabel('X')
+ plt.ylabel('Y')
+
+plt.tight_layout()
+plt.show()
+
+
+
+
+
+
+
+
+
+多分类 OvO vs OvR#
+在多分类问题中,SVM支持两种常见的策略:One-vs-One(OvO)和One-vs-Rest(OvR)。它们之间的区别在于处理多个类别的方式。
+One-vs-One和One-vs-Rest两种多分类策略的主要区别:
+
+
+
+One-vs-One (OvO)
+One-vs-Rest (OvR)
+
+
+
+模型数量
+N * (N-1) / 2
+N
+
+训练时间
+较长
+较短
+
+内存消耗
+较大
+较小
+
+样本数量
+每个模型较少
+每个模型较多
+
+预测效果
+可能更准确
+简洁但可能稍差
+
+
+
+在这个表格中,”N”表示类别的总数。
+
+One-vs-One策略需要构建更多的模型,训练时间更长,消耗更多的内存,但在某些情况下可能提供更准确的预测结果。
+One-vs-Rest策略只需要构建N个模型,训练时间和内存消耗较少,但预测结果可能相对简洁且略有不准确。
+
+一般来说,当类别数量较少时,OvR策略可能更简洁有效。而当类别数量较多时,OvO策略可能更准确,但也需要更多的计算资源和时间。
+从性能考虑,默认是OvR。
+下面对比下这两种策略:
+
+
+# 导入必要的库
+from sklearn import datasets
+from sklearn.model_selection import train_test_split
+from sklearn.svm import SVC
+from sklearn.metrics import accuracy_score
+
+# 加载数据集
+iris = datasets.load_iris()
+X = iris.data
+y = iris.target
+
+# 将数据集拆分为训练集和测试集
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+
+# 创建一个SVC模型(使用one-vs-one策略)
+model_ovo = SVC(decision_function_shape='ovo')
+# 使用训练数据来训练模型
+model_ovo.fit(X_train, y_train)
+# 使用训练后的模型对测试数据进行预测
+y_pred_ovo = model_ovo.predict(X_test)
+# 计算预测准确率
+accuracy_ovo = accuracy_score(y_test, y_pred_ovo)
+print("One-vs-One 准确率:", accuracy_ovo)
+
+# 创建一个SVC模型(使用one-vs-rest策略)
+model_ovr = SVC(decision_function_shape='ovr')
+# 使用训练数据来训练模型
+model_ovr.fit(X_train, y_train)
+# 使用训练后的模型对测试数据进行预测
+y_pred_ovr = model_ovr.predict(X_test)
+# 计算预测准确率
+accuracy_ovr = accuracy_score(y_test, y_pred_ovr)
+print("One-vs-Rest 准确率:", accuracy_ovr)
+
+
+
+
+One-vs-One 准确率: 1.0
+One-vs-Rest 准确率: 1.0
+
+
+
+
+
+
+SVC、NuSVC和LinearSVC#
+
+
+
+SVC
+NuSVC
+LinearSVC
+
+
+
+算法
+C-SVM
+ν-SVM
+线性SVM
+
+核函数
+可选择不同的核函数
+可选择不同的核函数
+不支持核函数
+
+分类
+二分类和多分类
+二分类和多分类
+仅线性可分问题
+
+训练时间
+长
+较长
+较快
+
+大型数据集
+适用
+适用
+适用
+
+
+
+这个表格总结了SVC、NuSVC和LinearSVC三种算法的主要特点
+
+如果问题是线性可分的并且需要较快的训练时间,可以选择LinearSVC。
+如果问题是非线性的并且对支持向量的数量有一定灵活性要求,可以选择NuSVC。
+如果问题是非线性的,并且希望可以选择不同的核函数,可以选择SVC。
+
+
+
+# 导入必要的库
+from sklearn import datasets
+from sklearn.model_selection import train_test_split
+from sklearn.svm import SVC, NuSVC, LinearSVC
+from sklearn.metrics import accuracy_score
+
+# 加载数据集
+iris = datasets.load_iris()
+X = iris.data
+y = iris.target
+
+# 将数据集拆分为训练集和测试集
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+
+# 创建一个SVC模型
+svc_model = SVC()
+# 使用训练数据来训练SVC模型
+svc_model.fit(X_train, y_train)
+# 使用训练后的SVC模型对测试数据进行预测
+svc_pred = svc_model.predict(X_test)
+# 计算SVC模型的预测准确率
+svc_accuracy = accuracy_score(y_test, svc_pred)
+print("SVC 准确率:", svc_accuracy)
+
+# 创建一个NuSVC模型
+nusvc_model = NuSVC()
+# 使用训练数据来训练NuSVC模型
+nusvc_model.fit(X_train, y_train)
+# 使用训练后的NuSVC模型对测试数据进行预测
+nusvc_pred = nusvc_model.predict(X_test)
+# 计算NuSVC模型的预测准确率
+nusvc_accuracy = accuracy_score(y_test, nusvc_pred)
+print("NuSVC 准确率:", nusvc_accuracy)
+
+# 创建一个LinearSVC模型
+linearsvc_model = LinearSVC()
+# 使用训练数据来训练LinearSVC模型
+linearsvc_model.fit(X_train, y_train)
+# 使用训练后的LinearSVC模型对测试数据进行预测
+linearsvc_pred = linearsvc_model.predict(X_test)
+# 计算LinearSVC模型的预测准确率
+linearsvc_accuracy = accuracy_score(y_test, linearsvc_pred)
+print("LinearSVC 准确率:", linearsvc_accuracy)
+
+
+
+
+SVC 准确率: 1.0
+NuSVC 准确率: 1.0
+LinearSVC 准确率: 1.0
+
+
+/home/runner/.local/lib/python3.10/site-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.
+ warnings.warn(
+/home/runner/.local/lib/python3.10/site-packages/sklearn/svm/_base.py:1250: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.
+ warnings.warn(
+
+
+
+
+
+
+非均衡问题#
+非均衡问题(Imbalanced problem)是指在分类问题中,不同类别的样本数量差异很大,其中一个类别的样本数量远远超过另一个类别。这种情况可能会导致模型对多数类别进行较好的预测,而对少数类别进行较差的预测。
+解决非均衡问题的方法有很多,以下是一些常用的方法:
+重采样(Resampling):通过欠采样或过采样来平衡数据集中的类别数量。欠采样减少多数类别的样本数量,而过采样增加少数类别的样本数量。这些技术可以通过随机丢弃或复制样本来实现。
+类别权重(Class weights):在训练模型时,通过给少数类别分配更高的权重,使得模型在训练过程中更关注少数类别的分类效果。在大多数机器学习算法中,可以使用class_weight参数来设置类别权重。
+算法调整(Algorithmic adjustments):一些算法具有内置的处理非均衡数据集的功能,例如决策树算法中的代价敏感训练(Cost-Sensitive Training)。这些算法通过修改损失函数或调整决策阈值来改善少数类别的预测效果。
+集成方法(Ensemble methods):使用集成学习方法,如随机森林(Random Forest)或梯度提升树(Gradient Boosting),可以通过结合多个模型的预测结果来改善分类效果。在非均衡问题中,可以使用集成方法来平衡类别之间的预测差异。
+生成合成样本(Generate synthetic samples):一些算法可以生成合成的少数类别样本,以增加数据集中少数类别的样本数量。例如,SMOTE(Synthetic Minority Over-sampling Technique)算法可以通过插值生成新的少数类别样本。
+下面绘制加权数据集的决策函数图,其中点的大小与其权重成比例。
+
+样本加权会重新缩放C参数,这意味着分类器更加强调正确分类这些点。这种影响通常是微妙的。为了突出显示效果,在这里我们特别给异常值赋予更大的权重,使得决策边界的变形非常明显。
+
+
+
+import matplotlib.pyplot as plt
+import numpy as np
+
+from sklearn import svm
+
+
+def plot_decision_function(classifier, sample_weight, axis, title):
+ # plot the decision function
+ xx, yy = np.meshgrid(np.linspace(-4, 5, 500), np.linspace(-4, 5, 500))
+
+ Z = classifier.decision_function(np.c_[xx.ravel(), yy.ravel()])
+ Z = Z.reshape(xx.shape)
+
+ # plot the line, the points, and the nearest vectors to the plane
+ axis.contourf(xx, yy, Z, alpha=0.75, cmap=plt.cm.bone)
+ axis.scatter(
+ X[:, 0],
+ X[:, 1],
+ c=y,
+ s=100 * sample_weight,
+ alpha=0.9,
+ cmap=plt.cm.bone,
+ edgecolors="black",
+ )
+
+ axis.axis("off")
+ axis.set_title(title)
+
+
+# we create 20 points
+np.random.seed(0)
+X = np.r_[np.random.randn(10, 2) + [1, 1], np.random.randn(10, 2)]
+y = [1] * 10 + [-1] * 10
+sample_weight_last_ten = abs(np.random.randn(len(X)))
+sample_weight_constant = np.ones(len(X))
+# and bigger weights to some outliers
+sample_weight_last_ten[15:] *= 5
+sample_weight_last_ten[9] *= 15
+
+# Fit the models.
+
+# This model does not take into account sample weights.
+clf_no_weights = svm.SVC(gamma=1)
+clf_no_weights.fit(X, y)
+
+# This other model takes into account some dedicated sample weights.
+clf_weights = svm.SVC(gamma=1)
+clf_weights.fit(X, y, sample_weight=sample_weight_last_ten)
+
+fig, axes = plt.subplots(1, 2, figsize=(14, 6))
+plot_decision_function(
+ clf_no_weights, sample_weight_constant, axes[0], "Constant weights"
+)
+plot_decision_function(clf_weights, sample_weight_last_ten, axes[1], "Modified weights")
+
+plt.show()
+
+
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集成学习#
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- 矩阵
+ 支持向量机
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回归:预测与对象相关的连续值的属性。
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最小二乘法#
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+
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正则化线性回归#
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+
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线性回归#
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随机梯度下降#
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Contents
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+
diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
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LDA和QDA#
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-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
@@ -755,6 +764,7 @@ 参考#<
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Contents
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diff --git "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html" "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
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矩阵#
@@ -544,12 +553,12 @@ 拉格朗日乘子法
previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
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diff --git a/objects.inv b/objects.inv
index c5e7b3e..99d97d1 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
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diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
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56}})
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CART(Classification and Regression Trees)
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+ 支持向量机 — 机器学习入门
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+ 支持向量机
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+ Contents
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+支持向量机#
+
+核函数#
+在支持向量机(SVM)中,核函数(kernel function)是一种用于将数据映射到高维特征空间的函数。核函数的作用是在原始特征空间中隐式地计算样本之间的相似性或内积,从而使非线性问题可以通过线性分类器进行处理。
+核函数的关键思想是将低维空间中线性不可分的模式转换为高维空间中线性可分的模式。这种转换可以使SVM能够建立一个决策边界,将不同类别的样本正确地分开。通过引入核函数,我们无需直接计算高维特征空间,而只需计算低维空间中的核函数值。
+常见的核函数包括:
+线性核函数(linear kernel):在原始特征空间中直接计算样本之间的内积,即K(x, y) = x·y。
+多项式核函数(polynomial kernel):将样本映射到多项式特征空间,通过计算多项式函数来度量样本之间的相似性。
+高斯核函数(Gaussian kernel),也称为径向基函数(Radial Basis Function,RBF)核函数:将样本映射到无限维的特征空间,通过计算样本之间的欧氏距离来度量相似性。
+sigmoid核函数:将样本映射到双曲正切函数的特征空间,通过计算双曲正切函数来度量样本之间的相似性。
+下面对比下几种方法:
+
+
+import numpy as np
+from sklearn.datasets import make_circles
+from sklearn.svm import SVC
+import matplotlib.pyplot as plt
+
+# 创建一个非线性的二维数据集
+X, y = make_circles(n_samples=100, noise=0.1, factor=0.4, random_state=42)
+
+# 定义不同核函数的名称和参数
+kernels = ['linear', 'poly', 'rbf']
+parameters = [{'C': 1}, {'degree': 3, 'C': 1}, {'gamma': 'scale', 'C': 1}]
+
+# 绘制不同核函数的分类结果
+plt.figure(figsize=(12, 4))
+for i, kernel in enumerate(kernels):
+ # 创建SVC模型并使用指定核函数进行训练
+ model = SVC(kernel=kernel, **parameters[i])
+ model.fit(X, y)
+
+ # 在二维空间中绘制分类结果
+ plt.subplot(1, 3, i + 1)
+ plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired)
+ plt.title(f"Kernel: {kernel}")
+
+ # 绘制决策边界
+ ax = plt.gca()
+ xlim = ax.get_xlim()
+ ylim = ax.get_ylim()
+ xx, yy = np.meshgrid(np.linspace(xlim[0], xlim[1], 100),
+ np.linspace(ylim[0], ylim[1], 100))
+ Z = model.decision_function(np.c_[xx.ravel(), yy.ravel()])
+ Z = Z.reshape(xx.shape)
+ plt.contour(xx, yy, Z, colors='k', levels=[-1, 0, 1], alpha=0.5)
+
+ plt.xlabel('X')
+ plt.ylabel('Y')
+
+plt.tight_layout()
+plt.show()
+
+
+
+
+
+
+
+
+
+多分类 OvO vs OvR#
+在多分类问题中,SVM支持两种常见的策略:One-vs-One(OvO)和One-vs-Rest(OvR)。它们之间的区别在于处理多个类别的方式。
+One-vs-One和One-vs-Rest两种多分类策略的主要区别:
+
+
+
+One-vs-One (OvO)
+One-vs-Rest (OvR)
+
+
+
+模型数量
+N * (N-1) / 2
+N
+
+训练时间
+较长
+较短
+
+内存消耗
+较大
+较小
+
+样本数量
+每个模型较少
+每个模型较多
+
+预测效果
+可能更准确
+简洁但可能稍差
+
+
+
+在这个表格中,”N”表示类别的总数。
+
+One-vs-One策略需要构建更多的模型,训练时间更长,消耗更多的内存,但在某些情况下可能提供更准确的预测结果。
+One-vs-Rest策略只需要构建N个模型,训练时间和内存消耗较少,但预测结果可能相对简洁且略有不准确。
+
+一般来说,当类别数量较少时,OvR策略可能更简洁有效。而当类别数量较多时,OvO策略可能更准确,但也需要更多的计算资源和时间。
+从性能考虑,默认是OvR。
+下面对比下这两种策略:
+
+
+# 导入必要的库
+from sklearn import datasets
+from sklearn.model_selection import train_test_split
+from sklearn.svm import SVC
+from sklearn.metrics import accuracy_score
+
+# 加载数据集
+iris = datasets.load_iris()
+X = iris.data
+y = iris.target
+
+# 将数据集拆分为训练集和测试集
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+
+# 创建一个SVC模型(使用one-vs-one策略)
+model_ovo = SVC(decision_function_shape='ovo')
+# 使用训练数据来训练模型
+model_ovo.fit(X_train, y_train)
+# 使用训练后的模型对测试数据进行预测
+y_pred_ovo = model_ovo.predict(X_test)
+# 计算预测准确率
+accuracy_ovo = accuracy_score(y_test, y_pred_ovo)
+print("One-vs-One 准确率:", accuracy_ovo)
+
+# 创建一个SVC模型(使用one-vs-rest策略)
+model_ovr = SVC(decision_function_shape='ovr')
+# 使用训练数据来训练模型
+model_ovr.fit(X_train, y_train)
+# 使用训练后的模型对测试数据进行预测
+y_pred_ovr = model_ovr.predict(X_test)
+# 计算预测准确率
+accuracy_ovr = accuracy_score(y_test, y_pred_ovr)
+print("One-vs-Rest 准确率:", accuracy_ovr)
+
+
+
+
+One-vs-One 准确率: 1.0
+One-vs-Rest 准确率: 1.0
+
+
+
+
+
+
+SVC、NuSVC和LinearSVC#
+
+
+
+SVC
+NuSVC
+LinearSVC
+
+
+
+算法
+C-SVM
+ν-SVM
+线性SVM
+
+核函数
+可选择不同的核函数
+可选择不同的核函数
+不支持核函数
+
+分类
+二分类和多分类
+二分类和多分类
+仅线性可分问题
+
+训练时间
+长
+较长
+较快
+
+大型数据集
+适用
+适用
+适用
+
+
+
+这个表格总结了SVC、NuSVC和LinearSVC三种算法的主要特点
+
+如果问题是线性可分的并且需要较快的训练时间,可以选择LinearSVC。
+如果问题是非线性的并且对支持向量的数量有一定灵活性要求,可以选择NuSVC。
+如果问题是非线性的,并且希望可以选择不同的核函数,可以选择SVC。
+
+
+
+# 导入必要的库
+from sklearn import datasets
+from sklearn.model_selection import train_test_split
+from sklearn.svm import SVC, NuSVC, LinearSVC
+from sklearn.metrics import accuracy_score
+
+# 加载数据集
+iris = datasets.load_iris()
+X = iris.data
+y = iris.target
+
+# 将数据集拆分为训练集和测试集
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+
+# 创建一个SVC模型
+svc_model = SVC()
+# 使用训练数据来训练SVC模型
+svc_model.fit(X_train, y_train)
+# 使用训练后的SVC模型对测试数据进行预测
+svc_pred = svc_model.predict(X_test)
+# 计算SVC模型的预测准确率
+svc_accuracy = accuracy_score(y_test, svc_pred)
+print("SVC 准确率:", svc_accuracy)
+
+# 创建一个NuSVC模型
+nusvc_model = NuSVC()
+# 使用训练数据来训练NuSVC模型
+nusvc_model.fit(X_train, y_train)
+# 使用训练后的NuSVC模型对测试数据进行预测
+nusvc_pred = nusvc_model.predict(X_test)
+# 计算NuSVC模型的预测准确率
+nusvc_accuracy = accuracy_score(y_test, nusvc_pred)
+print("NuSVC 准确率:", nusvc_accuracy)
+
+# 创建一个LinearSVC模型
+linearsvc_model = LinearSVC()
+# 使用训练数据来训练LinearSVC模型
+linearsvc_model.fit(X_train, y_train)
+# 使用训练后的LinearSVC模型对测试数据进行预测
+linearsvc_pred = linearsvc_model.predict(X_test)
+# 计算LinearSVC模型的预测准确率
+linearsvc_accuracy = accuracy_score(y_test, linearsvc_pred)
+print("LinearSVC 准确率:", linearsvc_accuracy)
+
+
+
+
+SVC 准确率: 1.0
+NuSVC 准确率: 1.0
+LinearSVC 准确率: 1.0
+
+
+/home/runner/.local/lib/python3.10/site-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.
+ warnings.warn(
+/home/runner/.local/lib/python3.10/site-packages/sklearn/svm/_base.py:1250: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.
+ warnings.warn(
+
+
+
+
+
+
+非均衡问题#
+非均衡问题(Imbalanced problem)是指在分类问题中,不同类别的样本数量差异很大,其中一个类别的样本数量远远超过另一个类别。这种情况可能会导致模型对多数类别进行较好的预测,而对少数类别进行较差的预测。
+解决非均衡问题的方法有很多,以下是一些常用的方法:
+重采样(Resampling):通过欠采样或过采样来平衡数据集中的类别数量。欠采样减少多数类别的样本数量,而过采样增加少数类别的样本数量。这些技术可以通过随机丢弃或复制样本来实现。
+类别权重(Class weights):在训练模型时,通过给少数类别分配更高的权重,使得模型在训练过程中更关注少数类别的分类效果。在大多数机器学习算法中,可以使用class_weight参数来设置类别权重。
+算法调整(Algorithmic adjustments):一些算法具有内置的处理非均衡数据集的功能,例如决策树算法中的代价敏感训练(Cost-Sensitive Training)。这些算法通过修改损失函数或调整决策阈值来改善少数类别的预测效果。
+集成方法(Ensemble methods):使用集成学习方法,如随机森林(Random Forest)或梯度提升树(Gradient Boosting),可以通过结合多个模型的预测结果来改善分类效果。在非均衡问题中,可以使用集成方法来平衡类别之间的预测差异。
+生成合成样本(Generate synthetic samples):一些算法可以生成合成的少数类别样本,以增加数据集中少数类别的样本数量。例如,SMOTE(Synthetic Minority Over-sampling Technique)算法可以通过插值生成新的少数类别样本。
+下面绘制加权数据集的决策函数图,其中点的大小与其权重成比例。
+
+样本加权会重新缩放C参数,这意味着分类器更加强调正确分类这些点。这种影响通常是微妙的。为了突出显示效果,在这里我们特别给异常值赋予更大的权重,使得决策边界的变形非常明显。
+
+
+
+import matplotlib.pyplot as plt
+import numpy as np
+
+from sklearn import svm
+
+
+def plot_decision_function(classifier, sample_weight, axis, title):
+ # plot the decision function
+ xx, yy = np.meshgrid(np.linspace(-4, 5, 500), np.linspace(-4, 5, 500))
+
+ Z = classifier.decision_function(np.c_[xx.ravel(), yy.ravel()])
+ Z = Z.reshape(xx.shape)
+
+ # plot the line, the points, and the nearest vectors to the plane
+ axis.contourf(xx, yy, Z, alpha=0.75, cmap=plt.cm.bone)
+ axis.scatter(
+ X[:, 0],
+ X[:, 1],
+ c=y,
+ s=100 * sample_weight,
+ alpha=0.9,
+ cmap=plt.cm.bone,
+ edgecolors="black",
+ )
+
+ axis.axis("off")
+ axis.set_title(title)
+
+
+# we create 20 points
+np.random.seed(0)
+X = np.r_[np.random.randn(10, 2) + [1, 1], np.random.randn(10, 2)]
+y = [1] * 10 + [-1] * 10
+sample_weight_last_ten = abs(np.random.randn(len(X)))
+sample_weight_constant = np.ones(len(X))
+# and bigger weights to some outliers
+sample_weight_last_ten[15:] *= 5
+sample_weight_last_ten[9] *= 15
+
+# Fit the models.
+
+# This model does not take into account sample weights.
+clf_no_weights = svm.SVC(gamma=1)
+clf_no_weights.fit(X, y)
+
+# This other model takes into account some dedicated sample weights.
+clf_weights = svm.SVC(gamma=1)
+clf_weights.fit(X, y, sample_weight=sample_weight_last_ten)
+
+fig, axes = plt.subplots(1, 2, figsize=(14, 6))
+plot_decision_function(
+ clf_no_weights, sample_weight_constant, axes[0], "Constant weights"
+)
+plot_decision_function(clf_weights, sample_weight_last_ten, axes[1], "Modified weights")
+
+plt.show()
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- + + + + + +Repository + + + + + + +
- + + + + + +Open issue + + + +
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- + + + + + +.ipynb + + + + + + +
- + + + +
支持向量机
+ +Contents
+支持向量机#
+核函数#
+在支持向量机(SVM)中,核函数(kernel function)是一种用于将数据映射到高维特征空间的函数。核函数的作用是在原始特征空间中隐式地计算样本之间的相似性或内积,从而使非线性问题可以通过线性分类器进行处理。
+核函数的关键思想是将低维空间中线性不可分的模式转换为高维空间中线性可分的模式。这种转换可以使SVM能够建立一个决策边界,将不同类别的样本正确地分开。通过引入核函数,我们无需直接计算高维特征空间,而只需计算低维空间中的核函数值。
+常见的核函数包括:
+线性核函数(linear kernel):在原始特征空间中直接计算样本之间的内积,即K(x, y) = x·y。
+多项式核函数(polynomial kernel):将样本映射到多项式特征空间,通过计算多项式函数来度量样本之间的相似性。
+高斯核函数(Gaussian kernel),也称为径向基函数(Radial Basis Function,RBF)核函数:将样本映射到无限维的特征空间,通过计算样本之间的欧氏距离来度量相似性。
+sigmoid核函数:将样本映射到双曲正切函数的特征空间,通过计算双曲正切函数来度量样本之间的相似性。
+下面对比下几种方法:
+import numpy as np
+from sklearn.datasets import make_circles
+from sklearn.svm import SVC
+import matplotlib.pyplot as plt
+
+# 创建一个非线性的二维数据集
+X, y = make_circles(n_samples=100, noise=0.1, factor=0.4, random_state=42)
+
+# 定义不同核函数的名称和参数
+kernels = ['linear', 'poly', 'rbf']
+parameters = [{'C': 1}, {'degree': 3, 'C': 1}, {'gamma': 'scale', 'C': 1}]
+
+# 绘制不同核函数的分类结果
+plt.figure(figsize=(12, 4))
+for i, kernel in enumerate(kernels):
+ # 创建SVC模型并使用指定核函数进行训练
+ model = SVC(kernel=kernel, **parameters[i])
+ model.fit(X, y)
+
+ # 在二维空间中绘制分类结果
+ plt.subplot(1, 3, i + 1)
+ plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired)
+ plt.title(f"Kernel: {kernel}")
+
+ # 绘制决策边界
+ ax = plt.gca()
+ xlim = ax.get_xlim()
+ ylim = ax.get_ylim()
+ xx, yy = np.meshgrid(np.linspace(xlim[0], xlim[1], 100),
+ np.linspace(ylim[0], ylim[1], 100))
+ Z = model.decision_function(np.c_[xx.ravel(), yy.ravel()])
+ Z = Z.reshape(xx.shape)
+ plt.contour(xx, yy, Z, colors='k', levels=[-1, 0, 1], alpha=0.5)
+
+ plt.xlabel('X')
+ plt.ylabel('Y')
+
+plt.tight_layout()
+plt.show()
+
多分类 OvO vs OvR#
+在多分类问题中,SVM支持两种常见的策略:One-vs-One(OvO)和One-vs-Rest(OvR)。它们之间的区别在于处理多个类别的方式。
+One-vs-One和One-vs-Rest两种多分类策略的主要区别:
++ | One-vs-One (OvO) |
+One-vs-Rest (OvR) |
+
---|---|---|
模型数量 |
+N * (N-1) / 2 |
+N |
+
训练时间 |
+较长 |
+较短 |
+
内存消耗 |
+较大 |
+较小 |
+
样本数量 |
+每个模型较少 |
+每个模型较多 |
+
预测效果 |
+可能更准确 |
+简洁但可能稍差 |
+
在这个表格中,”N”表示类别的总数。
+-
+
One-vs-One策略需要构建更多的模型,训练时间更长,消耗更多的内存,但在某些情况下可能提供更准确的预测结果。
+One-vs-Rest策略只需要构建N个模型,训练时间和内存消耗较少,但预测结果可能相对简洁且略有不准确。
+
一般来说,当类别数量较少时,OvR策略可能更简洁有效。而当类别数量较多时,OvO策略可能更准确,但也需要更多的计算资源和时间。
+从性能考虑,默认是OvR。
+下面对比下这两种策略:
+# 导入必要的库
+from sklearn import datasets
+from sklearn.model_selection import train_test_split
+from sklearn.svm import SVC
+from sklearn.metrics import accuracy_score
+
+# 加载数据集
+iris = datasets.load_iris()
+X = iris.data
+y = iris.target
+
+# 将数据集拆分为训练集和测试集
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+
+# 创建一个SVC模型(使用one-vs-one策略)
+model_ovo = SVC(decision_function_shape='ovo')
+# 使用训练数据来训练模型
+model_ovo.fit(X_train, y_train)
+# 使用训练后的模型对测试数据进行预测
+y_pred_ovo = model_ovo.predict(X_test)
+# 计算预测准确率
+accuracy_ovo = accuracy_score(y_test, y_pred_ovo)
+print("One-vs-One 准确率:", accuracy_ovo)
+
+# 创建一个SVC模型(使用one-vs-rest策略)
+model_ovr = SVC(decision_function_shape='ovr')
+# 使用训练数据来训练模型
+model_ovr.fit(X_train, y_train)
+# 使用训练后的模型对测试数据进行预测
+y_pred_ovr = model_ovr.predict(X_test)
+# 计算预测准确率
+accuracy_ovr = accuracy_score(y_test, y_pred_ovr)
+print("One-vs-Rest 准确率:", accuracy_ovr)
+
One-vs-One 准确率: 1.0
+One-vs-Rest 准确率: 1.0
+
SVC、NuSVC和LinearSVC#
++ | SVC |
+NuSVC |
+LinearSVC |
+
---|---|---|---|
算法 |
+C-SVM |
+ν-SVM |
+线性SVM |
+
核函数 |
+可选择不同的核函数 |
+可选择不同的核函数 |
+不支持核函数 |
+
分类 |
+二分类和多分类 |
+二分类和多分类 |
+仅线性可分问题 |
+
训练时间 |
+长 |
+较长 |
+较快 |
+
大型数据集 |
+适用 |
+适用 |
+适用 |
+
这个表格总结了SVC、NuSVC和LinearSVC三种算法的主要特点
+-
+
如果问题是线性可分的并且需要较快的训练时间,可以选择LinearSVC。
+如果问题是非线性的并且对支持向量的数量有一定灵活性要求,可以选择NuSVC。
+如果问题是非线性的,并且希望可以选择不同的核函数,可以选择SVC。
+
# 导入必要的库
+from sklearn import datasets
+from sklearn.model_selection import train_test_split
+from sklearn.svm import SVC, NuSVC, LinearSVC
+from sklearn.metrics import accuracy_score
+
+# 加载数据集
+iris = datasets.load_iris()
+X = iris.data
+y = iris.target
+
+# 将数据集拆分为训练集和测试集
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+
+# 创建一个SVC模型
+svc_model = SVC()
+# 使用训练数据来训练SVC模型
+svc_model.fit(X_train, y_train)
+# 使用训练后的SVC模型对测试数据进行预测
+svc_pred = svc_model.predict(X_test)
+# 计算SVC模型的预测准确率
+svc_accuracy = accuracy_score(y_test, svc_pred)
+print("SVC 准确率:", svc_accuracy)
+
+# 创建一个NuSVC模型
+nusvc_model = NuSVC()
+# 使用训练数据来训练NuSVC模型
+nusvc_model.fit(X_train, y_train)
+# 使用训练后的NuSVC模型对测试数据进行预测
+nusvc_pred = nusvc_model.predict(X_test)
+# 计算NuSVC模型的预测准确率
+nusvc_accuracy = accuracy_score(y_test, nusvc_pred)
+print("NuSVC 准确率:", nusvc_accuracy)
+
+# 创建一个LinearSVC模型
+linearsvc_model = LinearSVC()
+# 使用训练数据来训练LinearSVC模型
+linearsvc_model.fit(X_train, y_train)
+# 使用训练后的LinearSVC模型对测试数据进行预测
+linearsvc_pred = linearsvc_model.predict(X_test)
+# 计算LinearSVC模型的预测准确率
+linearsvc_accuracy = accuracy_score(y_test, linearsvc_pred)
+print("LinearSVC 准确率:", linearsvc_accuracy)
+
SVC 准确率: 1.0
+NuSVC 准确率: 1.0
+LinearSVC 准确率: 1.0
+
/home/runner/.local/lib/python3.10/site-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.
+ warnings.warn(
+/home/runner/.local/lib/python3.10/site-packages/sklearn/svm/_base.py:1250: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.
+ warnings.warn(
+
非均衡问题#
+非均衡问题(Imbalanced problem)是指在分类问题中,不同类别的样本数量差异很大,其中一个类别的样本数量远远超过另一个类别。这种情况可能会导致模型对多数类别进行较好的预测,而对少数类别进行较差的预测。
+解决非均衡问题的方法有很多,以下是一些常用的方法:
+重采样(Resampling):通过欠采样或过采样来平衡数据集中的类别数量。欠采样减少多数类别的样本数量,而过采样增加少数类别的样本数量。这些技术可以通过随机丢弃或复制样本来实现。
+类别权重(Class weights):在训练模型时,通过给少数类别分配更高的权重,使得模型在训练过程中更关注少数类别的分类效果。在大多数机器学习算法中,可以使用class_weight参数来设置类别权重。
+算法调整(Algorithmic adjustments):一些算法具有内置的处理非均衡数据集的功能,例如决策树算法中的代价敏感训练(Cost-Sensitive Training)。这些算法通过修改损失函数或调整决策阈值来改善少数类别的预测效果。
+集成方法(Ensemble methods):使用集成学习方法,如随机森林(Random Forest)或梯度提升树(Gradient Boosting),可以通过结合多个模型的预测结果来改善分类效果。在非均衡问题中,可以使用集成方法来平衡类别之间的预测差异。
+生成合成样本(Generate synthetic samples):一些算法可以生成合成的少数类别样本,以增加数据集中少数类别的样本数量。例如,SMOTE(Synthetic Minority Over-sampling Technique)算法可以通过插值生成新的少数类别样本。
+下面绘制加权数据集的决策函数图,其中点的大小与其权重成比例。
+++样本加权会重新缩放C参数,这意味着分类器更加强调正确分类这些点。这种影响通常是微妙的。为了突出显示效果,在这里我们特别给异常值赋予更大的权重,使得决策边界的变形非常明显。
+
import matplotlib.pyplot as plt
+import numpy as np
+
+from sklearn import svm
+
+
+def plot_decision_function(classifier, sample_weight, axis, title):
+ # plot the decision function
+ xx, yy = np.meshgrid(np.linspace(-4, 5, 500), np.linspace(-4, 5, 500))
+
+ Z = classifier.decision_function(np.c_[xx.ravel(), yy.ravel()])
+ Z = Z.reshape(xx.shape)
+
+ # plot the line, the points, and the nearest vectors to the plane
+ axis.contourf(xx, yy, Z, alpha=0.75, cmap=plt.cm.bone)
+ axis.scatter(
+ X[:, 0],
+ X[:, 1],
+ c=y,
+ s=100 * sample_weight,
+ alpha=0.9,
+ cmap=plt.cm.bone,
+ edgecolors="black",
+ )
+
+ axis.axis("off")
+ axis.set_title(title)
+
+
+# we create 20 points
+np.random.seed(0)
+X = np.r_[np.random.randn(10, 2) + [1, 1], np.random.randn(10, 2)]
+y = [1] * 10 + [-1] * 10
+sample_weight_last_ten = abs(np.random.randn(len(X)))
+sample_weight_constant = np.ones(len(X))
+# and bigger weights to some outliers
+sample_weight_last_ten[15:] *= 5
+sample_weight_last_ten[9] *= 15
+
+# Fit the models.
+
+# This model does not take into account sample weights.
+clf_no_weights = svm.SVC(gamma=1)
+clf_no_weights.fit(X, y)
+
+# This other model takes into account some dedicated sample weights.
+clf_weights = svm.SVC(gamma=1)
+clf_weights.fit(X, y, sample_weight=sample_weight_last_ten)
+
+fig, axes = plt.subplots(1, 2, figsize=(14, 6))
+plot_decision_function(
+ clf_no_weights, sample_weight_constant, axes[0], "Constant weights"
+)
+plot_decision_function(clf_weights, sample_weight_last_ten, axes[1], "Modified weights")
+
+plt.show()
+
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Contents
-集成学习#
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next
- 矩阵
+ 支持向量机
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+
Contents
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回归:预测与对象相关的连续值的属性。
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最小二乘法#
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+
正则化线性回归#
@@ -821,6 +830,7 @@ 多任务弹性网络
+
Contents
@@ -889,8 +899,8 @@ 多任务弹性网络
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\347\250\263\345\201\245\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\347\250\263\345\201\245\345\233\236\345\275\222.html"
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+
线性回归#
@@ -686,6 +695,7 @@ 经典线性回归模型
+
Contents
@@ -744,8 +754,8 @@ 经典线性回归模型
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\350\242\253\345\212\250\346\224\273\345\207\273\347\256\227\346\263\225.html" "b/docs/\345\233\236\345\275\222/\350\242\253\345\212\250\346\224\273\345\207\273\347\256\227\346\263\225.html"
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贝叶斯回归#
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+
Contents
@@ -740,8 +750,8 @@ 参考#<
-
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+
diff --git "a/docs/\345\233\236\345\275\222/\350\267\235\347\246\273\345\222\214\350\214\203\346\225\260.html" "b/docs/\345\233\236\345\275\222/\350\267\235\347\246\273\345\222\214\350\214\203\346\225\260.html"
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+
迭代求解方法#
@@ -611,6 +620,7 @@ 以下是OMP算法的基本步骤:
+
Contents
@@ -671,8 +681,8 @@ 以下是OMP算法的基本步骤:
-
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html"
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-
+
逻辑回归#
@@ -567,6 +576,7 @@ 参考#<
+
Contents
@@ -624,8 +634,8 @@ 参考#<
-
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html" "b/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html"
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@@ -413,7 +422,7 @@ Contents
-
+
随机梯度下降#
@@ -886,6 +895,7 @@ 参考#
+
Contents
@@ -955,8 +965,8 @@ 参考#
-
-
+
+
diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
index e7f243f..b72f33f 100644
--- "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
+++ "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
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@@ -188,6 +196,7 @@
@@ -405,7 +414,7 @@ Contents
-
+
LDA和QDA#
@@ -686,7 +695,7 @@ LDA vs QDA
-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
@@ -755,6 +764,7 @@ 参考#<
+
Contents
@@ -817,8 +827,8 @@ 参考#<
-
-
+
+
diff --git "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html" "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
index f1836e7..5391f73 100644
--- "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
+++ "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
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+ Skip to main content
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+
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-
+
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+
+
+
@@ -189,6 +197,7 @@
@@ -402,7 +411,7 @@ Contents
-
+
矩阵#
@@ -544,12 +553,12 @@ 拉格朗日乘子法
previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
index ef4d34e..feb707a 100644
--- a/genindex.html
+++ b/genindex.html
@@ -18,15 +18,15 @@
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+ Skip to main content
@@ -116,13 +116,21 @@
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+
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+
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+
+
+
@@ -406,8 +417,8 @@ Index
-
-
+
+
diff --git a/objects.inv b/objects.inv
index c5e7b3e..99d97d1 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
--- a/search.html
+++ b/search.html
@@ -17,15 +17,15 @@
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+
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+
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@@ -36,9 +36,9 @@
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@@ -75,7 +75,7 @@
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+ Skip to main content
@@ -118,13 +118,21 @@
Ctrl+K
+
+
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+
+
+
+
+
+
+
+
@@ -418,8 +429,8 @@ Search
-
-
+
+
diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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56}})
\ No newline at end of file
next
-矩阵
+支持向量机
XGBoost(eXtreme Gradient Boosting) - + + diff --git "a/docs/\345\233\236\345\275\222/index.html" "b/docs/\345\233\236\345\275\222/index.html" index 357c5c4..6ded360 100644 --- "a/docs/\345\233\236\345\275\222/index.html" +++ "b/docs/\345\233\236\345\275\222/index.html" @@ -19,15 +19,15 @@ - - - + + + - - - - + + + + @@ -38,9 +38,9 @@ - - - + + + @@ -74,7 +74,7 @@ - Skip to main content + Skip to main content @@ -117,13 +117,21 @@ Ctrl+K
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@@ -395,7 +404,7 @@
Contents
-回归:预测与对象相关的连续值的属性。
-
@@ -492,6 +501,7 @@
Contents
Contents
感知器
-
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+
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diff --git "a/docs/\345\233\236\345\275\222/\346\234\200\345\260\217\344\272\214\344\271\230\346\263\225.html" "b/docs/\345\233\236\345\275\222/\346\234\200\345\260\217\344\272\214\344\271\230\346\263\225.html"
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Contents
-最小二乘法#
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+
Contents
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-
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diff --git "a/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.html"
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+++ "b/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.html"
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正则化线性回归#
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+
Contents
@@ -889,8 +899,8 @@ 多任务弹性网络
-
+
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diff --git "a/docs/\345\233\236\345\275\222/\347\250\263\345\201\245\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\347\250\263\345\201\245\345\233\236\345\275\222.html"
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diff --git "a/docs/\345\233\236\345\275\222/\347\272\277\346\200\247\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\347\272\277\346\200\247\345\233\236\345\275\222.html"
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线性回归#
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+
Contents
@@ -744,8 +754,8 @@ 经典线性回归模型
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\350\242\253\345\212\250\346\224\273\345\207\273\347\256\227\346\263\225.html" "b/docs/\345\233\236\345\275\222/\350\242\253\345\212\250\346\224\273\345\207\273\347\256\227\346\263\225.html"
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@@ -189,6 +197,7 @@
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diff --git "a/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.html"
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-
+
贝叶斯回归#
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+
Contents
@@ -740,8 +750,8 @@ 参考#<
-
-
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+
diff --git "a/docs/\345\233\236\345\275\222/\350\267\235\347\246\273\345\222\214\350\214\203\346\225\260.html" "b/docs/\345\233\236\345\275\222/\350\267\235\347\246\273\345\222\214\350\214\203\346\225\260.html"
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+++ "b/docs/\345\233\236\345\275\222/\350\267\235\347\246\273\345\222\214\350\214\203\346\225\260.html"
@@ -19,15 +19,15 @@
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+
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+
+
+
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-
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+
Contents
@@ -750,8 +760,8 @@ 参考#<
-
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.html" "b/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.html"
index 837115a..e19725e 100644
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+++ "b/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.html"
@@ -19,15 +19,15 @@
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@@ -187,6 +195,7 @@
@@ -402,7 +411,7 @@ Contents
-
+
迭代求解方法#
@@ -611,6 +620,7 @@ 以下是OMP算法的基本步骤:
+
Contents
@@ -671,8 +681,8 @@ 以下是OMP算法的基本步骤:
-
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html"
index d4a64ba..b89e68b 100644
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@@ -19,15 +19,15 @@
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逻辑回归#
@@ -567,6 +576,7 @@ 参考#<
+
Contents
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-
-
+
+
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index 6c3767c..0008af9 100644
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+++ "b/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html"
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随机梯度下降#
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+
Contents
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-
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+
+
diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
index e7f243f..b72f33f 100644
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LDA和QDA#
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-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
@@ -755,6 +764,7 @@ 参考#<
+
Contents
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-
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diff --git "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html" "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
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+
矩阵#
@@ -544,12 +553,12 @@ 拉格朗日乘子法
previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
index ef4d34e..feb707a 100644
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diff --git a/objects.inv b/objects.inv
index c5e7b3e..99d97d1 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
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+++ b/search.html
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-
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diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
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+++ b/searchindex.js
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56}})
\ No newline at end of file
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-正则化线性回归#
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线性回归#
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贝叶斯回归#
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随机梯度下降#
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矩阵#
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previous
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拉格朗日乘子法
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index c5e7b3e..99d97d1 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
--- a/search.html
+++ b/search.html
@@ -17,15 +17,15 @@
-
-
-
+
+
+
-
-
-
-
+
+
+
+
@@ -36,9 +36,9 @@
-
-
-
+
+
+
@@ -75,7 +75,7 @@
- Skip to main content
+ Skip to main content
@@ -118,13 +118,21 @@
Ctrl+K
+
+
-
+
+
+
+
+
+
+
+
@@ -418,8 +429,8 @@ Search
-
-
+
+
diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
多任务弹性网络
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diff --git "a/docs/\345\233\236\345\275\222/\347\250\263\345\201\245\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\347\250\263\345\201\245\345\233\236\345\275\222.html"
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参考:
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+
线性回归#
@@ -686,6 +695,7 @@ 经典线性回归模型
+
Contents
@@ -744,8 +754,8 @@ 经典线性回归模型
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\350\242\253\345\212\250\346\224\273\345\207\273\347\256\227\346\263\225.html" "b/docs/\345\233\236\345\275\222/\350\242\253\345\212\250\346\224\273\345\207\273\347\256\227\346\263\225.html"
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贝叶斯回归#
@@ -683,6 +692,7 @@ 参考#<
+
Contents
@@ -740,8 +750,8 @@ 参考#<
-
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+
diff --git "a/docs/\345\233\236\345\275\222/\350\267\235\347\246\273\345\222\214\350\214\203\346\225\260.html" "b/docs/\345\233\236\345\275\222/\350\267\235\347\246\273\345\222\214\350\214\203\346\225\260.html"
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Contents
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diff --git "a/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.html" "b/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.html"
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迭代求解方法#
@@ -611,6 +620,7 @@ 以下是OMP算法的基本步骤:
+
Contents
@@ -671,8 +681,8 @@ 以下是OMP算法的基本步骤:
-
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html"
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+
逻辑回归#
@@ -567,6 +576,7 @@ 参考#<
+
Contents
@@ -624,8 +634,8 @@ 参考#<
-
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html" "b/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html"
index 6c3767c..0008af9 100644
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+++ "b/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html"
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+
随机梯度下降#
@@ -886,6 +895,7 @@ 参考#
+
Contents
@@ -955,8 +965,8 @@ 参考#
-
-
+
+
diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
index e7f243f..b72f33f 100644
--- "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
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@@ -188,6 +196,7 @@
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+
LDA和QDA#
@@ -686,7 +695,7 @@ LDA vs QDA
-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
@@ -755,6 +764,7 @@ 参考#<
+
Contents
@@ -817,8 +827,8 @@ 参考#<
-
-
+
+
diff --git "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html" "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
index f1836e7..5391f73 100644
--- "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
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@@ -189,6 +197,7 @@
@@ -402,7 +411,7 @@ Contents
-
+
矩阵#
@@ -544,12 +553,12 @@ 拉格朗日乘子法
previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
index ef4d34e..feb707a 100644
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+++ b/genindex.html
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@@ -406,8 +417,8 @@ Index
-
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+
+
diff --git a/objects.inv b/objects.inv
index c5e7b3e..99d97d1 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
--- a/search.html
+++ b/search.html
@@ -17,15 +17,15 @@
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+ Skip to main content
@@ -118,13 +118,21 @@
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+
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+
+
+
@@ -418,8 +429,8 @@ Search
-
-
+
+
diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
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-线性回归#
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贝叶斯回归#
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迭代求解方法#
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随机梯度下降#
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diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
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LDA和QDA#
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-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
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@@ -402,7 +411,7 @@ Contents
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+
矩阵#
@@ -544,12 +553,12 @@ 拉格朗日乘子法
previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
index ef4d34e..feb707a 100644
--- a/genindex.html
+++ b/genindex.html
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@@ -406,8 +417,8 @@ Index
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diff --git a/objects.inv b/objects.inv
index c5e7b3e..99d97d1 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
--- a/search.html
+++ b/search.html
@@ -17,15 +17,15 @@
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+ Skip to main content
@@ -118,13 +118,21 @@
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@@ -418,8 +429,8 @@ Search
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diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
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被动攻击算法
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diff --git "a/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.html"
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-贝叶斯回归#
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迭代求解方法#
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+
Contents
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逻辑回归#
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Contents
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随机梯度下降#
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Contents
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+
diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
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LDA和QDA#
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-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
@@ -755,6 +764,7 @@ 参考#<
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diff --git "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html" "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
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矩阵#
@@ -544,12 +553,12 @@ 拉格朗日乘子法
previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
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diff --git a/objects.inv b/objects.inv
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diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
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+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
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executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
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index 498ceee..f453d0a 100644
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迭代求解方法#
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逻辑回归#
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随机梯度下降#
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diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
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LDA和QDA#
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-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
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矩阵#
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previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
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diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
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@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
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+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
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@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
--- a/search.html
+++ b/search.html
@@ -17,15 +17,15 @@
-
-
-
+
+
+
-
-
-
-
+
+
+
+
@@ -36,9 +36,9 @@
-
-
-
+
+
+
@@ -75,7 +75,7 @@
- Skip to main content
+ Skip to main content
@@ -118,13 +118,21 @@
Ctrl+K
+
+
-
+
+
+
+
+
+
+
+
@@ -418,8 +429,8 @@ Search
-
-
+
+
diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
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56}})
\ No newline at end of file
参考#<
-
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Contents
-迭代求解方法#
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逻辑回归#
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Contents
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diff --git "a/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html" "b/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html"
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随机梯度下降#
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-
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diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
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LDA和QDA#
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-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
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矩阵#
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previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
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-
+
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diff --git a/genindex.html b/genindex.html
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diff --git a/objects.inv b/objects.inv
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diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
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+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
--- a/search.html
+++ b/search.html
@@ -17,15 +17,15 @@
-
-
-
+
+
+
-
-
-
-
+
+
+
+
@@ -36,9 +36,9 @@
-
-
-
+
+
+
@@ -75,7 +75,7 @@
- Skip to main content
+ Skip to main content
@@ -118,13 +118,21 @@
Ctrl+K
+
+
-
+
+
+
+
+
+
+
+
@@ -418,8 +429,8 @@ Search
-
-
+
+
diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
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56}})
\ No newline at end of file
以下是OMP算法的基本步骤:
-
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html" "b/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html"
index d4a64ba..b89e68b 100644
--- "a/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html"
+++ "b/docs/\345\233\236\345\275\222/\351\200\273\350\276\221\345\233\236\345\275\222.html"
@@ -19,15 +19,15 @@
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- Skip to main content
+ Skip to main content
@@ -121,13 +121,21 @@
Ctrl+K
-
@@ -401,7 +410,7 @@
Contents
-逻辑回归#
@@ -567,6 +576,7 @@参考#<
+
Contents
@@ -624,8 +634,8 @@ 参考#<
-
-
+
+
diff --git "a/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html" "b/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html"
index 6c3767c..0008af9 100644
--- "a/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html"
+++ "b/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.html"
@@ -19,15 +19,15 @@
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- Skip to main content
+ Skip to main content
@@ -121,13 +121,21 @@
Ctrl+K
+
+
-
+
+
+
+
+
+
+
+
@@ -189,6 +197,7 @@
@@ -413,7 +422,7 @@ Contents
-
+
随机梯度下降#
@@ -886,6 +895,7 @@ 参考#
+
Contents
@@ -955,8 +965,8 @@ 参考#
-
-
+
+
diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
index e7f243f..b72f33f 100644
--- "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
+++ "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
@@ -19,15 +19,15 @@
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- Skip to main content
+ Skip to main content
@@ -120,13 +120,21 @@
Ctrl+K
+
+
-
+
+
+
+
+
+
+
+
@@ -188,6 +196,7 @@
@@ -405,7 +414,7 @@ Contents
-
+
LDA和QDA#
@@ -686,7 +695,7 @@ LDA vs QDA
-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
@@ -755,6 +764,7 @@ 参考#<
+
Contents
@@ -817,8 +827,8 @@ 参考#<
-
-
+
+
diff --git "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html" "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
index f1836e7..5391f73 100644
--- "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
+++ "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
@@ -19,15 +19,15 @@
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@@ -38,9 +38,9 @@
-
-
-
+
+
+
@@ -68,7 +68,7 @@
-
+
@@ -78,7 +78,7 @@
- Skip to main content
+ Skip to main content
@@ -121,13 +121,21 @@
Ctrl+K
+
+
-
+
+
+
+
+
+
+
+
@@ -189,6 +197,7 @@
@@ -402,7 +411,7 @@ Contents
-
+
矩阵#
@@ -544,12 +553,12 @@ 拉格朗日乘子法
previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
index ef4d34e..feb707a 100644
--- a/genindex.html
+++ b/genindex.html
@@ -18,15 +18,15 @@
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+
+
+
-
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+
+
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@@ -37,9 +37,9 @@
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@@ -73,7 +73,7 @@
- Skip to main content
+ Skip to main content
@@ -116,13 +116,21 @@
Ctrl+K
+
+
-
+
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+
+
+
+
+
+
@@ -406,8 +417,8 @@ Index
-
-
+
+
diff --git a/objects.inv b/objects.inv
index c5e7b3e..99d97d1 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
--- a/search.html
+++ b/search.html
@@ -17,15 +17,15 @@
-
-
-
+
+
+
-
-
-
-
+
+
+
+
@@ -36,9 +36,9 @@
-
-
-
+
+
+
@@ -75,7 +75,7 @@
- Skip to main content
+ Skip to main content
@@ -118,13 +118,21 @@
Ctrl+K
+
+
-
+
+
+
+
+
+
+
+
@@ -418,8 +429,8 @@ Search
-
-
+
+
diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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56}})
\ No newline at end of file
参考#<
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Contents
-随机梯度下降#
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Contents
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-
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+
+
diff --git "a/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html" "b/docs/\351\231\215\347\273\264/LDA\345\222\214QDA.html"
index e7f243f..b72f33f 100644
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LDA和QDA#
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-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
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Contents
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diff --git "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html" "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
index f1836e7..5391f73 100644
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矩阵#
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previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
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diff --git a/objects.inv b/objects.inv
index c5e7b3e..99d97d1 100644
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diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
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+++ b/search.html
@@ -17,15 +17,15 @@
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-
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diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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56}})
\ No newline at end of file
参考#
-
@@ -405,7 +414,7 @@
Contents
-LDA和QDA#
@@ -686,7 +695,7 @@LDA vs QDA
-/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
@@ -755,6 +764,7 @@ 参考#<
+
Contents
@@ -817,8 +827,8 @@ 参考#<
-
-
+
+
diff --git "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html" "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
index f1836e7..5391f73 100644
--- "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
+++ "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
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+ Skip to main content
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Ctrl+K
+
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@@ -402,7 +411,7 @@ Contents
-
+
矩阵#
@@ -544,12 +553,12 @@ 拉格朗日乘子法
previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
index ef4d34e..feb707a 100644
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+++ b/genindex.html
@@ -18,15 +18,15 @@
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+
+
diff --git a/objects.inv b/objects.inv
index c5e7b3e..99d97d1 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
--- a/search.html
+++ b/search.html
@@ -17,15 +17,15 @@
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+ Skip to main content
@@ -118,13 +118,21 @@
Ctrl+K
+
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+
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@@ -418,8 +429,8 @@ Search
-
-
+
+
diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
/tmp/ipykernel_2204/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
+/tmp/ipykernel_2279/3074259613.py:16: MatplotlibDeprecationWarning: The register_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps.register(name)`` instead.
plt.cm.register_cmap(cmap=cmap)
@@ -755,6 +764,7 @@ 参考#<
+
Contents
@@ -817,8 +827,8 @@ 参考#<
-
-
+
+
diff --git "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html" "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
index f1836e7..5391f73 100644
--- "a/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
+++ "b/docs/\351\231\215\347\273\264/\347\272\277\346\200\247\344\273\243\346\225\260.html"
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@@ -402,7 +411,7 @@ Contents
-
+
矩阵#
@@ -544,12 +553,12 @@ 拉格朗日乘子法
previous
- 集成学习
+ 支持向量机
拉格朗日乘子法
+
Contents
@@ -628,8 +638,8 @@ 拉格朗日乘子法
-
+
+
diff --git a/genindex.html b/genindex.html
index ef4d34e..feb707a 100644
--- a/genindex.html
+++ b/genindex.html
@@ -18,15 +18,15 @@
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diff --git a/objects.inv b/objects.inv
index c5e7b3e..99d97d1 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log" "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
index 8e24def..e112fd3 100644
--- "a/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\210\206\347\261\273/\351\233\206\346\210\220\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
index 12bc31e..dd5c96e 100644
--- "a/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\346\255\243\345\210\231\345\214\226\347\272\277\346\200\247\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
index 5bd8fd0..a1f7a7f 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\264\235\345\217\266\346\226\257\345\233\236\345\275\222.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log" "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
index 9d908e1..d90aa73 100644
--- "a/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\350\277\255\344\273\243\346\261\202\350\247\243\346\226\271\346\263\225.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log" "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
index a018afd..4c4997d 100644
--- "a/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
+++ "b/reports/docs/\345\233\236\345\275\222/\351\232\217\346\234\272\346\242\257\345\272\246\344\270\213\351\231\215.err.log"
@@ -3,7 +3,7 @@ Traceback (most recent call last):
executenb(
File "/home/runner/.local/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
- File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 172, in wrapped
+ File "/home/runner/.local/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
return loop.run_until_complete(inner)
File "/usr/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
return future.result()
diff --git a/search.html b/search.html
index 7b542ca..f610f8f 100644
--- a/search.html
+++ b/search.html
@@ -17,15 +17,15 @@
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+
+
+
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- Skip to main content
+ Skip to main content
@@ -118,13 +118,21 @@
Ctrl+K
+
+
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+
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+
+
+
+
+
+
@@ -418,8 +429,8 @@ Search
-
-
+
+
diff --git a/searchindex.js b/searchindex.js
index 498ceee..f453d0a 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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