TBA

Mahalanobis distance

• Chapter 2 of Zaki, page 54, eq. 2.43
• What is Mahalanobis distance?
  • Use the Cholesky transformation to correlate and uncorrelate variables
• Mahalanobis Distance – Understanding the math with examples (python)
• Unlocking the Power of Mahalanobis Distance: Exploring Multivariate Data Analysis with Python
• Outlier detection-faradars
• Mahalanobis Distance – Understanding the math with examples (python)

Image Matting

• Github Rep.: A Python library for alpha matting https://pymatting.github.io/ by Y. Gavet & J. Debayle

1402 Winter

Kernel Method

• Chapter 5 of Data Mining & Analysis
• Kernel-Kmeans Chapter 13 of Data Mining & Analysis
• HW TBA

EXAM

Seminars

• ML2023 seminars
• Solving Kernel Ridge Regression with Gradient-Based Optimization Methods
  • GitHub
• Function Aligned Regression: A Method Explicitly Learns Functional Derivatives from Data
  • GitHub