Slides
Lecture 0
Lecture 1_1a
Lecture 1_1b
Lecture 1_1c
Lecture 1_2
Lecture 1_3
Lecture 2_1
Lecture 2_2
Lecture 3_1
Lecture 3_2
Lecture 3_3
Notebook
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 |
Neural Network
| Perceptron | Run in Colab |
| Neural network in Fisher's Iris classification | Run in Colab |
| Back propagation_wheat-seeds | Run in Colab |
| MNielsen network | Run in Colab |
| Feedforward Neural Network | Run in Colab |