After KAUST Academy
Sadiq works at Aramco. In June 2023, Sadiq was accepted into the KAUST AI summer program after passing the KAUST introductory and advanced AI courses, and finished the year-long KAUST Academy journey in August 2023.
Summer project
Artificial Intelligence Specialization · Cohort 2023
FairGuard: Fair Image Classification Across Domains
Our proposed methodology enhances the robustness and fairness of our model by augmenting the training data. Specifically, we focus on the underrepresented class by introducing new multi-domain samples. This process serves a dual purpose: it not only minimizes the disparity in the sample distribution but also capitalizes on the benefits of multi-domain training. The end result is a noticeable improvement in the model's ability to accurately predict labels for the underrepresented group while simultaneously increasing its resilience against adversarial attacks. By bridging the gap between robustness and fairness, we have forged a path towards more equitable and reliable image classification.
With KAUST Academy
- Cohort 2023
Artificial Intelligence Specialization
King Abdullah University of Science and Technology · Artificial Intelligence Summer School
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