├── .gitignore ├── Annex ├── README.md └── flask-model-inference │ ├── README.md │ ├── predict.py │ └── titanic.pkl ├── Answers ├── README.md ├── week1-challenge-01 │ └── week1-北京市住房价格预测.ipynb ├── week1-challenge-02 │ └── week1-比特币价格预测及绘图.ipynb ├── week1-challenge-03 │ └── week1-使用矩阵计算岭回归系数.ipynb ├── week1-challenge-04 │ └── week1-回归方法综合应用练习.ipynb ├── week2-challenge-01 │ └── week2-梯度下降法实现及应用.ipynb ├── week2-challenge-02 │ └── week2-K-近邻回归算法实现及应用.ipynb ├── week2-challenge-03 │ └── week2-高斯分布函数实现及绘图.ipynb ├── week3-challenge-01 │ └── week3-支持向量机实现人像分类.ipynb ├── week3-challenge-02 │ └── week3-决策树模型参数优化及选择.ipynb ├── week3-challenge-03 │ └── week3-异质集成投票方法应用.ipynb ├── week3-challenge-04 │ └── week3-使用交叉验证快速选择模型.ipynb ├── week4-challenge-01 │ └── week4-使用-K-Means-完成图像压缩.ipynb ├── week4-challenge-02 │ └── week4-层次聚类应用及聚类树绘制.ipynb ├── week4-challenge-03 │ └── week4-密度聚类标记异常共享单车.ipynb ├── week4-challenge-04 │ └── week4-常用聚类算法对比评估.ipynb ├── week5-challenge-01 │ └── week5-AutoML-完成手写字符分类.ipynb ├── week5-challenge-02 │ └── week5-蘑菇分类模型部署和推理.ipynb └── week5-challenge-03 │ └── week5-在线学习及云端模型部署.ipynb ├── LICENSE ├── Mindmaps ├── README.md ├── week1.png ├── week2.png ├── week3.png ├── week4.png └── week5.png └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/.gitignore -------------------------------------------------------------------------------- /Annex/README.md: -------------------------------------------------------------------------------- 1 | ### 说明 2 | 3 | 本目录下放置课程补充代码及内容，会链接到课程所需相应位置。 -------------------------------------------------------------------------------- /Annex/flask-model-inference/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Annex/flask-model-inference/README.md -------------------------------------------------------------------------------- /Annex/flask-model-inference/predict.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Annex/flask-model-inference/predict.py -------------------------------------------------------------------------------- /Annex/flask-model-inference/titanic.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Annex/flask-model-inference/titanic.pkl -------------------------------------------------------------------------------- /Answers/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/README.md -------------------------------------------------------------------------------- /Answers/week1-challenge-01/week1-北京市住房价格预测.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week1-challenge-01/week1-北京市住房价格预测.ipynb -------------------------------------------------------------------------------- /Answers/week1-challenge-02/week1-比特币价格预测及绘图.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week1-challenge-02/week1-比特币价格预测及绘图.ipynb -------------------------------------------------------------------------------- /Answers/week1-challenge-03/week1-使用矩阵计算岭回归系数.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week1-challenge-03/week1-使用矩阵计算岭回归系数.ipynb -------------------------------------------------------------------------------- /Answers/week1-challenge-04/week1-回归方法综合应用练习.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week1-challenge-04/week1-回归方法综合应用练习.ipynb -------------------------------------------------------------------------------- /Answers/week2-challenge-01/week2-梯度下降法实现及应用.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week2-challenge-01/week2-梯度下降法实现及应用.ipynb -------------------------------------------------------------------------------- /Answers/week2-challenge-02/week2-K-近邻回归算法实现及应用.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week2-challenge-02/week2-K-近邻回归算法实现及应用.ipynb -------------------------------------------------------------------------------- /Answers/week2-challenge-03/week2-高斯分布函数实现及绘图.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week2-challenge-03/week2-高斯分布函数实现及绘图.ipynb -------------------------------------------------------------------------------- /Answers/week3-challenge-01/week3-支持向量机实现人像分类.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week3-challenge-01/week3-支持向量机实现人像分类.ipynb -------------------------------------------------------------------------------- /Answers/week3-challenge-02/week3-决策树模型参数优化及选择.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week3-challenge-02/week3-决策树模型参数优化及选择.ipynb -------------------------------------------------------------------------------- /Answers/week3-challenge-03/week3-异质集成投票方法应用.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week3-challenge-03/week3-异质集成投票方法应用.ipynb -------------------------------------------------------------------------------- /Answers/week3-challenge-04/week3-使用交叉验证快速选择模型.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week3-challenge-04/week3-使用交叉验证快速选择模型.ipynb -------------------------------------------------------------------------------- /Answers/week4-challenge-01/week4-使用-K-Means-完成图像压缩.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week4-challenge-01/week4-使用-K-Means-完成图像压缩.ipynb -------------------------------------------------------------------------------- /Answers/week4-challenge-02/week4-层次聚类应用及聚类树绘制.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week4-challenge-02/week4-层次聚类应用及聚类树绘制.ipynb -------------------------------------------------------------------------------- /Answers/week4-challenge-03/week4-密度聚类标记异常共享单车.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week4-challenge-03/week4-密度聚类标记异常共享单车.ipynb -------------------------------------------------------------------------------- /Answers/week4-challenge-04/week4-常用聚类算法对比评估.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week4-challenge-04/week4-常用聚类算法对比评估.ipynb -------------------------------------------------------------------------------- /Answers/week5-challenge-01/week5-AutoML-完成手写字符分类.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week5-challenge-01/week5-AutoML-完成手写字符分类.ipynb -------------------------------------------------------------------------------- /Answers/week5-challenge-02/week5-蘑菇分类模型部署和推理.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week5-challenge-02/week5-蘑菇分类模型部署和推理.ipynb -------------------------------------------------------------------------------- /Answers/week5-challenge-03/week5-在线学习及云端模型部署.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Answers/week5-challenge-03/week5-在线学习及云端模型部署.ipynb -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/LICENSE -------------------------------------------------------------------------------- /Mindmaps/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Mindmaps/README.md -------------------------------------------------------------------------------- /Mindmaps/week1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Mindmaps/week1.png -------------------------------------------------------------------------------- /Mindmaps/week2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Mindmaps/week2.png -------------------------------------------------------------------------------- /Mindmaps/week3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Mindmaps/week3.png -------------------------------------------------------------------------------- /Mindmaps/week4.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Mindmaps/week4.png -------------------------------------------------------------------------------- /Mindmaps/week5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/Mindmaps/week5.png -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shiyanlou/louplus-ml/HEAD/README.md --------------------------------------------------------------------------------