Slides
Chapter 1.1 Chapter 1.2 Chapter 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
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

3. Neural network in Fisher's Iris classification
