Machine Learning @ NYCU

Machine Learning at National Yang Ming Chiao Tung University
2022/2023 Fall Semester
Lecturer: Prof. Jui-Hung Hung, Prof. Wei-Chen Chiu

HW 1

• Regularized linear model regression
  • LSE
  • Newton's method

HW 2

• Naive Bayes classifier
  • Discrete mode
  • Continuous mode
• Online learning
• Prove Beta-Binomial conjugation

HW 3

• Sequential estimator
• Baysian linear regression

HW 4

• Logistic regression
  • Gradient descent
  • Newton's method
• EM algorithm

HW 5

• Gaussian process
• SVM

HW 6

• Kernel k-means
• Spectral clustering
  • Normalized cut
  • Ratio cut

HW 7

• Kernel eigenfaces
  • PCA
  • LDA
• SNE
  • t-SNE
  • Symmetric SNE