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machinelearning_linearalgebra's Introduction

MachineLearning_LinearAlgebra

此仓库为《机器学习 线性代数基础--Python语言描述》 书本的代码练习

全书共分为7章:

  1. 坐标与变换 (向量、矩阵、基底)
  2. 空间与映射 (矩阵:描述空间的映射,向量空间和子空间,方程组的解)
  3. 近似与拟合 (投影变换,schmidt正交化可简化投影计算)
  4. 相似与特征 (相似变换:不同基底下的同一个变换,对角化是最简明的相似矩阵从而引入特征值、特征向量)
  5. 降维与压缩 (对称矩阵,数据降维:PCA、SVD)
  6. 实践与应用 (推荐系统,彩色图像压缩)
  7. 函数与复数域 (向量空间到函数空间,实数域到复数域)

全书只有60段代码,且没有汇总
此处我按章节进行了简单总结

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