Optimisation for Artificial Intelligence, a 4-day course

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Gradient descent methods

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In this section, we will go through a particular class of problems where functions are differentiable.

This topic is often referred to as Non-Linear Programming, in contrast with Linear Programming which we will study in a further section.

2.1 Example problems and modelling
2.2 A walk through gradient methods (notebook)
2.3 Solve the city placement problem (notebook)

Notebook sessions can be run on: