Edwige Cyffers

Phd Student in Privacy Preserving Machine Learning

Philosophical work on COMPAS

What place for a software that predicts recidivism in the US justice ?

Compas is a popular risk assessment tool used by several states in the United States of America as a piece of information for criminal sentencing. We discuss its legitimacy in the judicial framework. As it relies on machine learning, which use big data to optimize a predictive model, specific questions of fairness arise. It has a cost in terms of transparency and bias might come from the racial bias of the past and current society that generates the training data. We study these questions and show that awareness is welcome to avoid the amplification of norms based on statistics, as it might not be compatible with human notion of justice.

Ask for full text (French).

Time predictions for fire brigade

Course project with real impacts ?

We worked on the prediction of the response time of fire brigades in Paris. It is one of the most important factors for emergency services because their ability to save lives and rescue people depends on it.

We shared our code with the organizers that work on a mixed solution of several participants.

Symbolibre

A calculator from scratch !

A single graphing calculator for middle and high school, entirely built around the free software philosophy. Also the first Python and CAS-equipped graphing calculator that can be assembled for less than 80€! You can download the report in English here.

Official website: symbolibre.org

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