├── 0.Foreword.md ├── 1.Part I Mathematical Foundations ├── 1 │ └── IntroductionAndMotivation.md ├── 2 │ ├── 2.0LinearAlgebra.md │ ├── 2.1SystemsOfLinearEquations.md │ ├── 2.2Matrices.md │ ├── 2.3SolvingSystemsOfLinearEquations.md │ ├── 2.4VectorSpaces.md │ └── Exercises.md ├── 3 │ ├── PI.3 解析几何.md │ └── PI.3.1 练习.md ├── 4 │ ├── PI.4 矩阵分解.md │ └── PI.4.1 练习.md ├── 5 │ ├── PI.5 向量微积分.md │ └── PI.5.1 练习.md ├── 6 │ ├── PI.6 概率与分布.md │ └── PI.6.1 练习.md └── 7 │ ├── PI.7 持续优化.md │ └── PI.7.1 练习.md ├── 2.Part II Central Machine Learning Problems ├── PartII.10 主成分分析降维.md ├── PartII.11 使用高斯混合模型进行密度预测.md ├── PartII.12 使用支持向量机分类.md ├── PartII.8 当模型遇到数据.md └── PartII.9 线性回归.md ├── 3.References.md ├── 4.Index.md ├── LICENSE ├── README.md └── docs └── images ├── Figure1.1.png ├── Figure2.1.png ├── Figure2.2.png ├── Figure2.3.png ├── Figure2.4.png ├── Figure2.5.png └── LinearAlgebra.png /0.Foreword.md: -------------------------------------------------------------------------------- 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