Slides

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
Principal Component Analysis
Real life examples     Run in Colab
Ising model Run in Colab
Clustering
Real life examples     Run in Colab
Ising model Run in Colab

Supplemental Materials

1. Handwritten notes on SVM SVM

2. Mean field hubbard model on square lattice Run in Colab

An example on solving ground state energy using gradient descent method
3. Neural network in Fisher's Iris classification Run in Colab