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CAp is the annual meeting of the francophone Machine Learning community. The conference is a place of exchange and sharing of experiences in the field of machine learning with presentations of original research results. In 2017, the 19th edition of CAp will be held in Grenoble. As the image of the city, characterized by an interdisciplinary culture, the field of machine learning is at the interface of several scientific communities such as computer science, applied mathematics, neuroscience and human sciences. This multidisciplinary has played a leading role in the recent development of the area, both in terms of methodology and applications. This year, CAp will also feature a learning challenge over Tweets.