山东大学(威海)数学与统计学院2018级数据科学与人工智能实验班
暑假科研实训项目
指导教师:郭亮
项目成员:小高、小许、小闫、小叶、小E
C machine learning algorithm
目录:
- 环境配置
- 百度AI Studio介绍
- 百度AI Studio配置
- 百度AI Studio案例运行
- 公共函数
- 读取csv文件数据
- 数据K折交叉验证
- 数据标准化
- 计算算法结果
- 验证算法结果
- 算法详解
- Simple Linear Regression
- Multivariate Linear Regression
- Logistic Regression
- Perceptron
- Classifification and Regression Trees
- Naive Bayes
- $k$-Nearest Neighbors
- Learning Vector Quantization
- Support Vector Machine
- Backpropagation
- Bootstrap Aggregation
- Random Forest
- Stacked Generalization
- 简易C语言教程
百度AI Studio链接:https://aistudio.baidu.com/aistudio/projectdetail/2309566
Github: https://github.com/Gao-Jianxiong-SDUWH/C-machine-learning
知乎专栏:https://www.zhihu.com/column/c_1296572278004940800
B站视频讲解:https://www.bilibili.com/video/BV1st4y1v72S/(未更新)