cube-studio/machine-learning at 958488d0738cbfde31627047e9caecec1feda3b2 - cube-studio - Collaboration & Inovation

mirror/cube-studio

mirror of https://github.com/tencentmusic/cube-studio.git synced 2025-03-01 14:57:44 +08:00

History

cdllp2 bcf3d23145 add ml jupyter		2022-10-11 11:18:57 +08:00
..
AdaBoost	add ml Algorithms	2022-10-10 20:11:52 +08:00
Bayesian	add ml Algorithms	2022-10-10 20:11:52 +08:00
CatBoost	add ml Algorithms	2022-10-10 20:11:52 +08:00
CRF	add ml Algorithms	2022-10-10 20:11:52 +08:00
decision_tree	add ml Algorithms	2022-10-10 20:11:52 +08:00
FM	add ml jupyter	2022-10-11 11:18:57 +08:00
gbdt	add ml Algorithms	2022-10-10 20:11:52 +08:00
HMM	add ml Algorithms	2022-10-10 20:11:52 +08:00
kmean	fix dir	2022-09-21 11:49:10 +08:00
knn	add ml Algorithms	2022-10-10 20:11:52 +08:00
LDA	add ml Algorithms	2022-10-10 20:11:52 +08:00
lightGBM	fix dir	2022-09-21 11:49:10 +08:00
linear_regression	add ml Algorithms	2022-10-10 20:11:52 +08:00
logistic_regression	add ml Algorithms	2022-10-10 20:11:52 +08:00
MCMC	add ml Algorithms	2022-10-10 20:11:52 +08:00
MEM	add ml Algorithms	2022-10-11 10:31:21 +08:00
neural_networks	add ml Algorithms	2022-10-11 10:31:21 +08:00
PCA	add ml Algorithms	2022-10-10 20:11:52 +08:00
random_forest	add ml Algorithms	2022-10-10 20:11:52 +08:00
SVD	add ml Algorithms	2022-10-10 20:11:52 +08:00
SVM	add ml Algorithms	2022-10-10 20:11:52 +08:00
xgboost	add ml Algorithms	2022-10-10 20:11:52 +08:00
关联分析	fix dir	2022-09-21 11:49:10 +08:00
最小生成树	fix dir	2022-09-21 11:49:10 +08:00
极大似然估计	fix dir	2022-09-21 11:49:10 +08:00
聚类	fix dir	2022-09-21 11:49:10 +08:00
集成学习	fix dir	2022-09-21 11:49:10 +08:00
README.md	add ml Algorithms	2022-10-11 10:31:21 +08:00

README.md

此目录包含大量开源机器学习算法示例和教程，包括但不限于，欢迎共建添加

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