Slides
Lecture 0
Lecture 1_1a
Lecture 1_1b
Lecture 1_1c
Lecture 1_2
Lecture 1_3
Lecture 2_1
Notebook
Multivariate Linear Regression
Real-life examples | ![]() |
To model and reveal the force of gravity | ![]() |
2D function fitting | ![]() |
Gradient Descent & Conjugate Gradient | ![]() |
Logistic Regression
Real-life examples | ![]() |
Example on grade weighting | ![]() |
Fisher's Iris | ![]() |
Support Vector Machine
Fermi surface | ![]() |
Real-life examples | ![]() |
Fisher's Iris | ![]() |
Principal Component Analysis
Real-life examples | ![]() |
Ising model | ![]() |