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cube-studio/aihub/machine-learning
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YueXin Chen 4ae2af94be
Add Machine Learning Algorithm Files(Part 3 of 4) 
Some Jupyter Machine Learning Algorithm File
3 of 4
There may be some bugs, please don't mind.
2022-09-21 09:48:45 +08:00
..
BIRCH聚类.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
DBSCAN密度聚类.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
FM-1.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
FM-2.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
gbdt构建新特征.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
GBDT算法、XGBOOST算法-1.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
GBDT算法、XGBOOST算法-2.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
kmean-kd.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
kmean.ipynb add kmean 2022-09-15 20:09:04 +08:00
k均值聚类、k中心点聚类.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
LightGBM算法.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
README.md add aihub 2022-09-15 14:42:51 +08:00
关联分析（Apriori）.ipynb fix ml notebook 2022-09-18 11:16:18 +08:00
关联分析（FP-grow）.ipynb fix ml notebook 2022-09-18 11:16:18 +08:00
决策树C4.5.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
决策树CART.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
决策树ID3.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
决策树案例.ipynb fix notebook 2022-09-20 14:46:14 +08:00
基于规则的分类器.ipynb fix ml notebook 2022-09-18 11:16:18 +08:00
层次聚类 (文档聚类).ipynb fix ml notebook 2022-09-18 11:16:18 +08:00
支持向量机SVM、核函数-1.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
支持向量机SVM、核函数-2.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
最小生成树（MST）的Prim算法和Kruskal算法.ipynb Add Machine Learning Algorithm Files(Part 3 of 4) 2022-09-21 09:48:45 +08:00
极大似然估计、EM算法.ipynb Add Machine Learning Algorithm Files(Part 1 of 4) 2022-09-18 00:05:21 +08:00
线性函数、线性回归、正则化-1.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
线性函数、线性回归、正则化-2.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
逻辑分类-1.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
逻辑分类-2.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
逻辑分类-3.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
逻辑分类-4.ipynb Add Machine Learning Algorithm Files(Part 2 of 4) 2022-09-20 00:52:42 +08:00
集成学习(Bagging、Boosting、随机森林RF、AdaBoost、GBDT、xgboost).ipynb fix ml notebook 2022-09-18 11:16:18 +08:00

README.md

此目录包含大量开源机器学习算法，包括但不限于

数据分析

  • EDA

  • 统计分析

  • 统计绘图与数据可视化

  • sql

基础算法

  • 二分查找

  • 排序

  • 递归

  • 回溯

  • 分治

  • 双指针

  • 深度优先搜索

  • 广度优先搜索

  • 动态规划

机器学习

单模型

  • 线性回归

  • 逻辑回归

  • Lasso

  • Ridge

  • knn

  • ID3

  • C4.5

  • CART

  • 感知机

  • 神经网络

  • SVM

集成学习

  • GBDT

  • AdaBoost

  • XGBoost

  • LightGBM

  • CatBoost

  • Random Forest

无监督模型

  • kmeans

  • 层次聚类

  • 谱聚类

  • PCA

  • SVD

  • LDA

概率模型

  • 朴素贝叶斯

  • 贝叶斯网络

  • EM

  • MCMC

  • 最大熵

  • CRF

  • HMM