Скачать или смотреть Follow the gradient: an introduction to mathematical optimisation - Gianluca Campanella

PyData London 2018

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: https://github.com/gcampanella/pydata...
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