Prepare a presentation that shows evidence, errors, limits and recourse instead of only selling a score.
Proof of success: explain "Evaluate, document and present", complete "The Four-Poster Defense" and name the limit of the analogy.
At the final rehearsal, Yanis announces "90% success". The jury asks: 90% of what, on how many cards and with which errors? Yanis replaces his slogan with a confusion matrix, the test size, the baseline and three failed cases. He adds a model card listing intended use, data, version, limits and person in charge. His presentation becomes less flashy but far more verifiable.
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