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The French-German doctoral college involves mathematicians of Potsdam and Toulouse Universities. It aims at extend and intensify the cooperation between young and senior researchers on themes of probability theory – in the field of stochastic processes- and mathematical statistics – in the field of statistical learning. In particular it offers the possibility of joint supervisions by two scientific teams from distinct countries.