mayu1031 / Cs_notes
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案例分析
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Database
Python
- 目录
- python概述和变量类型
- 变量作用域
- 表达式和运算符
- 程序结构
- 函数
- OOP-Python 面向对象
- Python高级语法
- Scrapy 爬虫框架
- Flask
- Django
- 科学计算库-Numpy
- 数据可视化库-Matplotlib
- 数据分析处理库-Pandas
- 数据可视化库-Seaborn
- Pandas日期数据处理
- Leetcode-Python
机器学习
- 数据离散化one-hot编码
- 机器学习目录
- 机器学习概述
- 数据集
- 特征工程介绍
- 特征抽取:字典提取文本提取
- 特征预处理:归一化标准化
- 特征降维:特征选择 低方差特征过滤 相关系数过滤 主成分分析PCA
- k近邻算法
- 朴素贝叶斯算法
- 决策树
- 随机森林
- 线性回归
- 岭回归
- 逻辑回归算法
- Kmeans
- 随机种子random_state
- sklearn转换器和估计器
- 集成学习方法 Ensemble learning
- 欠拟合和过拟合
- 模型选择和调优cross validation/Grid Search
- 模型评估:均方误差
- 模型评估:精确率 召回率 ROC曲线 AUC指标
- 模型评估:轮廓系数
- 模型保存和加载
- TensorFlow
- 数据读取 神经网络
- 卷积神经网络
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