STAT474 (2020-2) Korea University
- SMOTE vs ADASYN
- Implementing plotly on COVID19 Data
- Effect of weights & bandwidths on KNNClassifier
- Logistic Regression ('ovr' vs 'multinomial')
- Linear Discriminant Analysis vs Quadratic Discriminant Analysis vs Naive Bayesian
- Effect of criterion & max_depth on CART
- Effect of difference hyperparameters(kernel/c) on Support Vector Machine
- Discuss the differences in MDS, LLE, Isomap, t-SNE and the effect of perplexity in t-SNE
- Utilize a nested cross validation in optimizing
- Compare Linear Regression/SVM(linear)/RANSAC and the role of epsilon in the support vector
- Discuss the differences in K-means++, DBSCAN, HDBSCAN