Maths · Module 4Module material
Notebooks
Open them in Google Colab. Each answer is checked as you go: correct, wrong with the expected value, or not answered yet.
- The derivative, its rules and the chain ruleLessons 4.1 and 4.2
- Minima, and the gradientLessons 4.3 and 4.4
- Curvature: second derivatives, Taylor and NewtonLessons 4.5
- Integrals as areaLessons 4.6
- Convexity, and the chain rule through a computationLessons 4.7 and 4.8
- Constrained optimisation and Lagrange multipliersLessons 4.9
- Project: linear regression on the lot, three waysThe module project, with checks