The CIMPA Research School "Approches algorithmiques et statistiques de l'apprentissage" was held at University of Antananarivo in Madagascar during the period 16-25 July, 2019. The aim of this CIMPA School was to familiarize graduate students and young researchers with the field of Machine Learning and to show its many connections to other areas, especially mathematics, computer science, probability and economics. The introductory courses of the CIMPA School laid the groundwork by discussing the basic concepts and techniques while the more advanced courses of the school built on these and discussed more specialized Topics.

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