Determining the optimal k value in k-means (using four metrics: SSE, Silhouette, CH, DBI)

Hyperparameter Optimization Methods for XGBoost Regression (Grid Search, Random Search, TPE, Simulated Annealing)

Residual Visualization Experiment ResidualsPlot

dbscan Python implementation of DBSCAN density clustering (iris dataset) experimental comparison of different clustering algorithms (moons, blobs, circle datasets)

Performance Comparison of Different Data Discretization Methods (CAIM, Kmeans, EF, EW) on UCI Datasets with Three Classification Algorithms

Application Case of Association Rule Mining and Network Graph Visualization

Association rule mining experiment on mushrooms dataset using apriori algorithm

CS294/194-196 (LLM Agents) - Lecture 1, Denny Zhou

CS294/194-196 (LLM Agents) - Lecture 2, Shunyu Yao

CS294/194-196 (LLM Agents) - Lecture 6, Graham Neubig

Using Matplotlib to plot lineplot, bar chart, pie chart, scatter plot, and subplot on the Canadian immigration dataset

Correlation Analysis — Visualization of the Heatmap of the Correlation Matrix

CS294/194-196 (LLM Agents) - Lecture 4, Burak Gokturk