- POSTECH 19-1 ME Course from iAI
- Analytic Approach (CVXPY, Least-Square Solution)
- Iterative Approach (Gradient Descent)
- Linear Regression using Linear Algebra or CVXPY
- Overfitting, Residual Summation of Squares
- Polynomial basis, RBF basis
- Ridge(L2) and Lasso(L1) Regularization
- De-noising
- Total Variation
- Nonlinear Regression is nonlinear relationship between X (input vector or input space using kernel) and theta (regression parameters)
- Perceptron
- Support Vector Machine (SVM)
- Logistic Regression
- K-means Clustering
- Monte Carlo Simulation
- Principal Component Analysis (PCA)
- Linear (Fisher) Discriment Analysis (LDA, FDA)
- Singular Value Decomposition (SVD)