PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF PDF -3.5 1.3 0 2.4 -3 0.5 -1.4 0 3.4 -1 0.3 2.3 -0.5 1.1 . . . -1.3 0 3.2 1.3 -0.7 0 -2.9 -3.5 1.3 0 2.4 -3 0.5 -1.4 0 3.4 -1 0.3 2.3 -0.5 1.1 . . . -1.3 0 3.2 1.3 -0.7 0 -2.9 ok 1 2 3 4 ko 1 Feature extraction 2 Annotation 3 Which model class ? 4 Evaluation PhD Thesis A. Beaugnon, Expert-in-the-Loop Supervised Learning for Computer Security Detection Systems Anaël Beaugnon SecuML: Machine Learning for Computer Security Experts 3/8