Short Videos

DPO Presenation - Fairness

There is a plethora of metrics. At Code4Thought, we use the disparate impact ratio, as it is an industry standard derived by the four-fifths rule of the EEOC

DPO Presentation - Transparency

How “transparent” is transparency under the GDPR? Many scholars argue over whether there is a right to demand an explanation for an automatic decision. Even in the best case scenario there are some “loopholes”.

IEEE BigData 2020 Presentation

Presentation of our paper at the  2020 IEEE International Conference on Big Data. We compared our ML Interpretability method called MASHAP with the most well-known counterpart, i.e. LIME. Our experiments showed that MASHAP, while achieves similar consistency, is much faster than LIME. (Paper title: “Evaluating MASHAP as a faster alternative to LIME for model agnostic machine learning interpretability”).

DPO Presentation
Challenges we face in order to build trust

Although the trustworthiness of an algorithmic system is undoubtedly a desired property, there are several challenges that demote it to a nice-to-have feature instead of a priority one.

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