机器学习算法的随机数据生成

#numpy随机数据生成API
import numpy as np
np.random.rand(3,2,2)

#randn生成正态分布,默认生成服从(0,1)的正态分布,如果需要服从N(μ,σ2)的正态分布,
#只需要在randn上每个生成的值x上做变换σx+μ即可,例如:例如:2*np.random.randn(3,2) + 1,输出3x2的数组,这些值是N(1,4)的抽样数据。
np.random.randn(3,2)

#scikit-learn随机数据生成API

#1 回归模型随机数据
#几个关键参数有n_samples(生成样本数), n_features(样本特征数),noise(样本随机噪音)和coef(是否返回回归系数)。
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
from sklearn.datasets import make_regression
# X为样本特征,y为样本输出, coef为回归系数,共1000个样本,每个样本1个特征
X, y, coef =make_regression(n_samples=1000, n_features=1,noise=10, coef=True)
# 画图
plt.scatter(X, y,  color='black')
plt.plot(X, X*coef, color='blue',
         linewidth=3)

plt.xticks(())
plt.yticks(())

plt.show()

#2 分类模型随机数据
#几个关键参数有n_samples(生成样本数), n_features(样本特征数), n_redundant(冗余特征数)和n_classes(输出的类别数)
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
from sklearn.datasets import make_classification
# X1为样本特征,Y1为样本类别输出, 共400个样本,每个样本2个特征,输出有3个类别,没有冗余特征,每个类别一个簇
X1, Y1 = make_classification(n_samples=400, n_features=2, n_redundant=0,
                             n_clusters_per_class=1, n_classes=3)
plt.scatter(X1[:, 0], X1[:, 1], marker='o', c=Y1)
plt.show()

X1[:, 0].shape

#3 聚类模型随机数据
#几个关键参数有n_samples(生成样本数), n_features(样本特征数),
#centers(簇中心的个数或者自定义的簇中心)和cluster_std(簇数据方差,代表簇的聚合程度)
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
from sklearn.datasets import make_blobs
# X为样本特征,Y为样本簇类别, 共1000个样本,每个样本2个特征,共3个簇,簇中心在[-1,-1], [1,1], [2,2], 簇方差分别为[0.4, 0.5, 0.2]
X, y = make_blobs(n_samples=1000, n_features=2, centers=[[-1,-1], [1,1], [2,2]], cluster_std=[0.4, 0.5, 0.2])
plt.scatter(X[:, 0], X[:, 1], marker='o', c=y)
plt.show()

#4 分组正态分布混合数据
#几个关键参数有n_samples(生成样本数), n_features(正态分布的维数),
#mean(特征均值), cov(样本协方差的系数), n_classes(数据在正态分布中按分位数分配的组数)
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
from sklearn.datasets import make_gaussian_quantiles
#生成2维正态分布,生成的数据按分位数分成3组,1000个样本,2个样本特征均值为1和2,协方差系数为2
X1, Y1 = make_gaussian_quantiles(n_samples=1000, n_features=2, n_classes=3, mean=[1,2],cov=2)
plt.scatter(X1[:, 0], X1[:, 1], marker='o', c=Y1)

 

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-0.45912225]])"},"execution_count":2,"metadata":{},"output_type":"execute_result"}]},{"metadata":{},"id":"rental-inspiration","cell_type":"markdown","source":"#scikit-learn随机数据生成API"},{"metadata":{"trusted":false},"id":"endangered-collection","cell_type":"code","source":"#1 回归模型随机数据\n#几个关键参数有n_samples(生成样本数), n_features(样本特征数),noise(样本随机噪音)和coef(是否返回回归系数)。\nimport numpy as np\nimport matplotlib.pyplot as plt\n%matplotlib inline\nfrom sklearn.datasets import make_regression\n# X为样本特征,y为样本输出, coef为回归系数,共1000个样本,每个样本1个特征\nX, y, coef =make_regression(n_samples=1000, n_features=1,noise=10, coef=True)\n# 画图\nplt.scatter(X, y,  color='black')\nplt.plot(X, X*coef, color='blue',\n         linewidth=3)\n\nplt.xticks(())\nplt.yticks(())\n\nplt.show()","execution_count":36,"outputs":[{"data":{"image/png":"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\n","text/plain":""},"metadata":{},"output_type":"display_data"}]},{"metadata":{"trusted":false},"id":"hired-dakota","cell_type":"code","source":"#2 分类模型随机数据\n#几个关键参数有n_samples(生成样本数), n_features(样本特征数), n_redundant(冗余特征数)和n_classes(输出的类别数)\nimport numpy as np\nimport matplotlib.pyplot as plt\n%matplotlib inline\nfrom sklearn.datasets import make_classification\n# X1为样本特征,Y1为样本类别输出, 共400个样本,每个样本2个特征,输出有3个类别,没有冗余特征,每个类别一个簇\nX1, Y1 = make_classification(n_samples=400, n_features=2, n_redundant=0,\n                             n_clusters_per_class=1, n_classes=3)\nplt.scatter(X1[:, 0], X1[:, 1], marker='o', c=Y1)\nplt.show()","execution_count":100,"outputs":[{"data":{"image/png":"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\n","text/plain":""},"metadata":{"needs_background":"light"},"output_type":"display_data"}]},{"metadata":{"trusted":false},"id":"worldwide-techno","cell_type":"code","source":"X1[:, 0].shape","execution_count":92,"outputs":[{"data":{"text/plain":"(400,)"},"execution_count":92,"metadata":{},"output_type":"execute_result"}]},{"metadata":{"trusted":false},"id":"directed-preference","cell_type":"code","source":"#3 聚类模型随机数据\n#几个关键参数有n_samples(生成样本数), n_features(样本特征数),\n#centers(簇中心的个数或者自定义的簇中心)和cluster_std(簇数据方差,代表簇的聚合程度)\nimport numpy as np\nimport matplotlib.pyplot as plt\n%matplotlib inline\nfrom sklearn.datasets import make_blobs\n# X为样本特征,Y为样本簇类别, 共1000个样本,每个样本2个特征,共3个簇,簇中心在[-1,-1], [1,1], [2,2], 簇方差分别为[0.4, 0.5, 0.2]\nX, y = make_blobs(n_samples=1000, n_features=2, centers=[[-1,-1], [1,1], [2,2]], cluster_std=[0.4, 0.5, 0.2])\nplt.scatter(X[:, 0], X[:, 1], marker='o', c=y)\nplt.show()","execution_count":118,"outputs":[{"data":{"image/png":"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\n","text/plain":""},"metadata":{"needs_background":"light"},"output_type":"display_data"}]},{"metadata":{"trusted":false},"id":"dynamic-attachment","cell_type":"code","source":"#4 分组正态分布混合数据\n#几个关键参数有n_samples(生成样本数), n_features(正态分布的维数),\n#mean(特征均值), cov(样本协方差的系数), n_classes(数据在正态分布中按分位数分配的组数)\nimport numpy as np\nimport matplotlib.pyplot as plt\n%matplotlib inline\nfrom sklearn.datasets import make_gaussian_quantiles\n#生成2维正态分布,生成的数据按分位数分成3组,1000个样本,2个样本特征均值为1和2,协方差系数为2\nX1, Y1 = make_gaussian_quantiles(n_samples=1000, n_features=2, n_classes=3, mean=[1,2],cov=2)\nplt.scatter(X1[:, 0], X1[:, 1], marker='o', c=Y1)","execution_count":140,"outputs":[{"data":{"text/plain":""},"execution_count":140,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":""},"metadata":{"needs_background":"light"},"output_type":"display_data"}]},{"metadata":{"trusted":false},"id":"collected-military","cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"id":"painful-settlement","cell_type":"code","source":"","execution_count":120,"outputs":[]}]
posted @ 2022-01-05 20:20  {hunter}ZY  阅读(642)  评论(0编辑  收藏  举报