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Lectures Year : 2021

An introduction to optimization for machine learning

Abstract

This course was given during a summer school on AI in Cotonou, Benin, July-Aug. 2021. The school was organized by the Benin Excellence NGO and the Vallet Foundation. The course provides basic concepts about numerical optimization i) for an audience interested in machine learning ii) with a background corresponding to 1 year after high school iii) through examples coded in R from scratch. The algorithms are not exactly those used in state-of-the-art deep learning, but the main underlying concepts are presented.
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Dates and versions

hal-03345681 , version 1 (16-09-2021)
hal-03345681 , version 2 (18-11-2021)

Identifiers

  • HAL Id : hal-03345681 , version 2

Cite

Rodolphe Le Riche, Dédji Brian Whannou, Espéran Padonou. An introduction to optimization for machine learning. DEUG. Cotonou, Benin. 2021. ⟨hal-03345681v2⟩
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