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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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https://hal.archives-ouvertes.fr/hal-03345681
Contributor : Le Riche Rodolphe Connect in order to contact the contributor
Submitted on : Thursday, September 16, 2021 - 4:52:31 PM
Last modification on : Saturday, November 20, 2021 - 3:50:19 AM

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cours_optim_ML_Cotonou2021.pdf
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  • HAL Id : hal-03345681, version 1

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Rodolphe Le Riche, Dédji Whannou, Espéran Padonou. An introduction to optimization for machine learning. DEUG. Cotonou, Benin. 2021. ⟨hal-03345681v1⟩

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