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All Projects → fenglei110 → Data Analysis

fenglei110 / Data Analysis

主要是爬虫与数据分析项目总结，外加建模与机器学习，模型的评估。

Programming Languages

python3
1442 projects

Labels

jupyter-notebookdata-analysisnumpypandasmatplotlibkagglesklearnscipy

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Data-analysis

python数据分析与挖掘建模

常用工具

  • numpy

  • pandas

  • matplotlib

    • seaborn 基于matplotlib，对图像的丰富

  • SciPy 科学计算中包的集合

    • scipy.integrade 数值积分例程和微分方程求解器
    • scipy.linalg 线性代数例程和矩阵分解
    • scipy.optimize 函数优化器和根查找算法
    • scipy.signal 信号处理工具
    • scipy.sparse 稀疏矩阵和稀疏线性系统求解器
    • scipy.special SPECFUN(实现了许多常用数学函数)
    • scipy.stats 标准连续和离散概率分布
    • scipy.weave 利用内敛c++代码加速数组计算的工具

  • scikit-learn 简称sk-learn, 机器学习工具，用于数据分析和数据挖掘，建立在Numpy, SciPy和matplotlib上。

  • Jupyter Notebook的本质是一个Web应用程序，便于创建和共享文学化程序文档，支持实时代码，数学方程，可视化和markdown，kaggle竞赛里资料都是Jupyter格式。用途包括：数据清理和转换，数值模拟，统计建模，机器学习等。

  • TensorFlow 是一个采用数据流图，用于数值计算的开源软件库。最初被Google用于机器学习和深度神经网络方面的研究，但也可广泛用于其他计算领域。

  • Anaconda 包括Conda，Python以及180多安装好的工具包机器依赖，比如：numpy, pandas等。Conda是一个开源的包，环境管理器，可以用于在同一个机器上安装不同版本的软件包及其依赖，并能够在不同的环境之间切换。

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