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This exercise track accompanies and complements the lecture series Probabilistic Models (344.036). Students will improve their understanding of the material taught in that class by doing practical exercises in form of homework assignments, which consist of analytical problems and programming exercises. For programming, we will use the Python language (no prior knowledge is required, there will be a short introduction in the first lesson).