Catherine Rousseau-Saine

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intelligence artificielle apprentissage profond apprentissage par renforcement causalite theorie de lapprentissage automatique traitement du langage naturel optimisation generalisation horsdistribution apprentissage de representations apprentissage multimodal ia responsable artificial intelligence deep learning reinforcement learning causality machine learning theory natural language processing optimization outofdistribution generalization representation learning multimodal learning responsible ai ai research machine learning ai ethics ai for humanity language modeling object recognition machine translation ai governance social impact research collaboration innovation hub data-driven insights ai solutions healthcare ai environmental ai ai in agriculture multimodal ai ai community innovation ecosystem scientific excellence academic partnerships ai policy compass ai education graduate programs ai startups robotics open science ai against modern slavery ai alignment for inclusion ai policy ai for good graduate internships postdoctoral fellowships professional master's research internships ai workshops ai safety equity in ai sustainable ai ai impact reports ai training knowledge transfer ai entrepreneurship ai insights scientific publications research projects collaborative research computer vision generative models healthcare innovation interdisciplinary research industry collaboration training programs entrepreneurship support technology ecosystem societal benefit quebec ai ecosystem research excellence ai talent development open-source tools economic impact ai applications data science public organizations ai-driven solutions global leadership in ai ethical ai development information technology & services mechanical or industrial engineering