Follow the gradient: an introduction to mathematical optimisation


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Optimisation is at the heart of many mathematical models (including most ML algorithms), but it's often overlooked as an implementation detail. Conversely, developing an appreciation for optimisation techniques leads to a better understanding of their impact on these applications. This workshop provides a comprehensive overview of continuous optimisation, with a practical ML focus. Slides:

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