elisayiqin Goto Github PK
Name: Yiqin Wang
Type: User
Yiqin Wang's Projects
data_preprocessing
数据预处理：分析数据的分布（Equal Width Partitioning等宽度分割的直方图&Equal-depth (equal-frequency) Partitioning等深度分割的直方图算法设计）标准化归一化的算法设计，
dbscan
The design of DBScan algorithm. DBscan 算法的复现
frequent-pattern-mining
频繁项集挖掘是通常是大规模数据分析的第一步。Eclat 算法原理复现，最大项集挖掘算法复现等
machine-learning-sec.1
评价模型好坏指标，混淆矩阵等。
machine-learning-sec.2
线性回归算法，close-form, batch 梯度下降，mini-batch 梯度下降，随机梯度下降，RMSE
machine-learning-sec.3
全球新冠肺炎的数据分析，包括基础知识有：kmeans算法设计，SSE算法设计，分级聚类算法设计，cophenetic distance 算法设计。
machine-learning-sec.4
人脸识别项目，知识点包括特征脸提取，KNN和SVM算法
machine-learning-sec.5
构建ANN结构，完成预测。测试每个不同参数对预测效果的影响。
outlier-detection
To implement/apply different outlier detection techniques to different datasets. 异常点检测算法的设计
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