Mainly use Python to study and research
| Project Name | Algorithms |
|---|---|
| Anomaly Detection | PIsolation Forest, Local Outlier Factor, One-Class SVM |
| Decision Tree and its variants | XGBoost, LightGBM, CatBoost |
| Dimension Reduction | PCA, Kernal PCA, Sparse PCA, t-SNE |
| Frequent Itemset Mining | Apriori, FP-Growth, Eclat |
| Link Analysis | PageRank |
| Type | Project Name | Keywords |
|---|---|---|
| A/B Test | AB Test - Webpage | A/B Test, pandas, scipy |
| Analysis | Analysis - Bike Sharing | Analysis, pandas, seaborn |
| Analysis - Olympics | Analysis, pandas, pyecharts | |
| Clustering | Cluster - Mall Customer | Clustering, seaborn, sklearn, Kernel PCA, K-Means |
| Uncompleted | COVID-19 | ... (In progress) |
| MovieLens Movies | ... (In progress) |