├── .gitattributes ├── LICENSE ├── README.md └── img ├── Concepts ├── concepts.png ├── 分类.png ├── 分类学(Taxonomy).png ├── 动机（Motivation）.png ├── 学习方法.png ├── 库（python）.png ├── 性能分析.png ├── 种类.png ├── 类型.png ├── 调参.png └── 选择标准.png ├── DataDrocessing ├── mldataprocessing.png ├── 数据探索.png ├── 数据清洗.png ├── 数据类型.png ├── 构造数据集.png ├── 特征工程.png ├── 特征归一化(Normalisation)或缩放(Scaling).png ├── 特征插补.png ├── 特征编码.png └── 特征选择.png ├── DataProcessing.jpg ├── Mathematics ├── mathematics.png ├── 优化.png ├── 信息论.png ├── 函数.png ├── 分布.png ├── 密度估计.png ├── 概率.png ├── 正则化.png ├── 线性代数.png └── 统计.png ├── ModelAndNeuralNetwork ├── modelAndNeuralNetwork.png ├── 决策树.png ├── 初始化权重.png ├── 反向传播.png ├── 回归.png ├── 实例(Instance).png ├── 批量标准化与学习率.png ├── 激活函数.png ├── 神经元与层(Layer).png ├── 聚类.png ├── 贝叶斯.png └── 降维.png ├── Process ├── process.png ├── 数据.png ├── 方向.png ├── 模型-成本函数-优化-调参-结果和基准-扩展.png ├── 部署和运营-基础架构.png └── 问题.png ├── pending.jpg ├── pending.png └── qrcode.jpg /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/.gitattributes -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/README.md -------------------------------------------------------------------------------- /img/Concepts/concepts.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/concepts.png -------------------------------------------------------------------------------- /img/Concepts/分类.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/分类.png -------------------------------------------------------------------------------- /img/Concepts/分类学(Taxonomy).png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/分类学(Taxonomy).png -------------------------------------------------------------------------------- /img/Concepts/动机（Motivation）.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/动机（Motivation）.png -------------------------------------------------------------------------------- /img/Concepts/学习方法.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/学习方法.png -------------------------------------------------------------------------------- /img/Concepts/库（python）.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/库（python）.png -------------------------------------------------------------------------------- /img/Concepts/性能分析.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/性能分析.png -------------------------------------------------------------------------------- /img/Concepts/种类.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/种类.png -------------------------------------------------------------------------------- /img/Concepts/类型.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/类型.png -------------------------------------------------------------------------------- /img/Concepts/调参.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/调参.png -------------------------------------------------------------------------------- /img/Concepts/选择标准.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Concepts/选择标准.png -------------------------------------------------------------------------------- /img/DataDrocessing/mldataprocessing.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataDrocessing/mldataprocessing.png -------------------------------------------------------------------------------- /img/DataDrocessing/数据探索.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataDrocessing/数据探索.png -------------------------------------------------------------------------------- /img/DataDrocessing/数据清洗.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataDrocessing/数据清洗.png -------------------------------------------------------------------------------- /img/DataDrocessing/数据类型.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataDrocessing/数据类型.png -------------------------------------------------------------------------------- /img/DataDrocessing/构造数据集.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataDrocessing/构造数据集.png -------------------------------------------------------------------------------- /img/DataDrocessing/特征工程.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataDrocessing/特征工程.png -------------------------------------------------------------------------------- /img/DataDrocessing/特征归一化(Normalisation)或缩放(Scaling).png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataDrocessing/特征归一化(Normalisation)或缩放(Scaling).png -------------------------------------------------------------------------------- /img/DataDrocessing/特征插补.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataDrocessing/特征插补.png -------------------------------------------------------------------------------- /img/DataDrocessing/特征编码.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataDrocessing/特征编码.png -------------------------------------------------------------------------------- /img/DataDrocessing/特征选择.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataDrocessing/特征选择.png -------------------------------------------------------------------------------- /img/DataProcessing.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/DataProcessing.jpg -------------------------------------------------------------------------------- /img/Mathematics/mathematics.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Mathematics/mathematics.png -------------------------------------------------------------------------------- /img/Mathematics/优化.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Mathematics/优化.png -------------------------------------------------------------------------------- /img/Mathematics/信息论.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Mathematics/信息论.png -------------------------------------------------------------------------------- /img/Mathematics/函数.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Mathematics/函数.png -------------------------------------------------------------------------------- /img/Mathematics/分布.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Mathematics/分布.png -------------------------------------------------------------------------------- /img/Mathematics/密度估计.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Mathematics/密度估计.png -------------------------------------------------------------------------------- /img/Mathematics/概率.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Mathematics/概率.png -------------------------------------------------------------------------------- /img/Mathematics/正则化.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Mathematics/正则化.png -------------------------------------------------------------------------------- /img/Mathematics/线性代数.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Mathematics/线性代数.png -------------------------------------------------------------------------------- /img/Mathematics/统计.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Mathematics/统计.png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/modelAndNeuralNetwork.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/modelAndNeuralNetwork.png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/决策树.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/决策树.png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/初始化权重.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/初始化权重.png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/反向传播.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/反向传播.png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/回归.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/回归.png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/实例(Instance).png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/实例(Instance).png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/批量标准化与学习率.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/批量标准化与学习率.png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/激活函数.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/激活函数.png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/神经元与层(Layer).png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/神经元与层(Layer).png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/聚类.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/聚类.png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/贝叶斯.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/贝叶斯.png -------------------------------------------------------------------------------- /img/ModelAndNeuralNetwork/降维.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/ModelAndNeuralNetwork/降维.png -------------------------------------------------------------------------------- /img/Process/process.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Process/process.png -------------------------------------------------------------------------------- /img/Process/数据.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Process/数据.png -------------------------------------------------------------------------------- /img/Process/方向.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Process/方向.png -------------------------------------------------------------------------------- /img/Process/模型-成本函数-优化-调参-结果和基准-扩展.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Process/模型-成本函数-优化-调参-结果和基准-扩展.png -------------------------------------------------------------------------------- /img/Process/部署和运营-基础架构.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Process/部署和运营-基础架构.png -------------------------------------------------------------------------------- /img/Process/问题.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/Process/问题.png -------------------------------------------------------------------------------- /img/pending.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/pending.jpg -------------------------------------------------------------------------------- /img/pending.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/pending.png -------------------------------------------------------------------------------- /img/qrcode.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/caiyongji/machine-learning-mindmap-cn/HEAD/img/qrcode.jpg --------------------------------------------------------------------------------