Notebooks
Longer workings: the maths, the code and the plots. A note in the slip-box states one thing; these work it through. The pages are generated from the notebook files, so the code and plots are the ones that ran.
- Linear Regression Least squares and gradient descent worked out by hand, with the partial derivatives written out and the model built up in code.
- Logistic Regression Sigmoid, log loss, regularisation and gradient descent for binary classification, worked through with code and plots.