HKU PHYS3151: Machine Learning in Physics 2024

Slides

Lecture 0

Lecture 1_1

Lecture_1_2

Lecture_1_3

Notebooks

Multivariate Linear Regression

Real life examples Run in Colab
To model and reveal the force of gravity Run in Colab
2D function fitting Run in Colab
Gradient Descent & Conjugate Gradient Run in Colab

Logistic Regression

Real life examples Run in Colab
Example on grade weighting Run in Colab
Fisher's Iris Run in Colab

Support Vector Machine

Fermi surface Run in Colab
Real life examples Run in Colab
Fisher's Iris Run in Colab

Github Repository

Supplemental Materials

1. Handwritten notes on SVM SVM
2. Mean field hubbard model on square lattice
An example on solving ground state energy using gradient descent method
Run in Colab
3. Handwritten notes on 2D Ising model Ising model
4. Handwritten notes on Neural Network Feed-forward&Back-propagation