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Title: GitHub - fei0403/pyDataScienceToolkits_Base: 使用Python进行数据分析实验工具NumPy、Pandas、Matplotlib、Scikit-learn的入门介绍，使用IPython Notebook格式 · GitHub

Open Graph Title: GitHub - fei0403/pyDataScienceToolkits_Base: 使用Python进行数据分析实验工具NumPy、Pandas、Matplotlib、Scikit-learn的入门介绍，使用IPython Notebook格式

X Title: GitHub - fei0403/pyDataScienceToolkits_Base: 使用Python进行数据分析实验工具NumPy、Pandas、Matplotlib、Scikit-learn的入门介绍，使用IPython Notebook格式

Description: 使用Python进行数据分析实验工具NumPy、Pandas、Matplotlib、Scikit-learn的入门介绍，使用IPython Notebook格式 - fei0403/pyDataScienceToolkits_Base

Open Graph Description: 使用Python进行数据分析实验工具NumPy、Pandas、Matplotlib、Scikit-learn的入门介绍，使用IPython Notebook格式 - fei0403/pyDataScienceToolkits_Base

X Description: 使用Python进行数据分析实验工具NumPy、Pandas、Matplotlib、Scikit-learn的入门介绍，使用IPython Notebook格式 - fei0403/pyDataScienceToolkits_Base

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NumPyhttps://github.com/fei0403/pyDataScienceToolkits_Base/tree/master/NumPy
NumPyhttps://github.com/fei0403/pyDataScienceToolkits_Base/tree/master/NumPy
Pandashttps://github.com/fei0403/pyDataScienceToolkits_Base/tree/master/Pandas
Pandashttps://github.com/fei0403/pyDataScienceToolkits_Base/tree/master/Pandas
Scikit-learnhttps://github.com/fei0403/pyDataScienceToolkits_Base/tree/master/Scikit-learn
Scikit-learnhttps://github.com/fei0403/pyDataScienceToolkits_Base/tree/master/Scikit-learn
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https://github.com/fei0403/pyDataScienceToolkits_Base#pydatasciencetoolkits_base
NumPy数组基本操作——创建、索引、分片、改变维度http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/NumPy/%281%29numpy_array_basis1.ipynb
NumPy数组基本操作——组合、分割、属性、转换http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/NumPy/%282%29numpy_array_basis2.ipynb
NumPy常用函数——计算均值、最大最小值、中位数、方差http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/NumPy/%283%29common_functions1.ipynb
NumPy常用函数——股票分析例子学习numpyhttp://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/NumPy/%284%29common_functions2%E2%80%94%E2%80%94stock_analysis.ipynb
NumPy便捷函数——相关性分析、多项式拟合等http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/NumPy/%285%29convenience_function.ipynb
NumPy的矩阵和线性代数——矩阵基本使用、线性代数常用函数http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/NumPy/%286%29linear_algebra.ipynb
NumPy通用函数——通用函数、算术运算、位操作和比较函数http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/NumPy/%287%29universal_functions.ipynb
NumPy的random模块——随机数、超几何分布、连续分布http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/NumPy/%288%29random_module.ipynb
NumPy的排序与搜索http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/NumPy/%289%29sort_and_search.ipynb
NumPy断言函数http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/NumPy/%2810%29assert_function.ipynb
绘图基础——绘制百度全年股价K线图、直方图、散点图、着色、图例http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Visualization/%281%29plot_base.ipynb
有趣绘图——动画、三维绘图、等高线图http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Visualization/%282%29interesting_plot.ipynb
特殊曲线——利萨如曲线、方波、锯齿波http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Visualization/%283%29special_curves_plot.ipynb
https://github.com/fei0403/pyDataScienceToolkits_Base/blob/master
从iris数据集入门scikit-learn——介绍使用KNN方法和sklearn进行模型训练预测的一般流程http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Scikit-learn/%281%29getting_started_with_iris.ipynb
介绍scikit-learn中如何进行模型参数的选择http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Scikit-learn/%282%29choose_a_ml_model.ipynb
介绍使用scikit-learn线性回归模型进行回归问题预测和特征的选择http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Scikit-learn/%283%29linear_regression.ipynb
介绍交叉验证及其用于参数选择、模型选择、特征选择的例子http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Scikit-learn/%284%29cross_validation.ipynb
介绍网格搜索来进行高效的参数调优http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Scikit-learn/%285%29grid_search.ipynb
介绍评估分类器性能的度量，像混淆矩阵、ROC、AUC等http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Scikit-learn/%286%29classification_metrics.ipynb
Pandas的Series和DataFrame数据结构介绍http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Pandas/%281%29pandas_introduction.ipynb
Pandas的DataFrame的切片和选择操作http://nbviewer.ipython.org/github/jasonding1354/pyDataScienceToolkits_Base/blob/master/Pandas/%282%29dataframe_slice_selection.ipynb
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