Research
Publications and competitions.
Publications
Accepted at MedCCAI 2025.
Presents an edge AI architecture for energy optimisation in smart buildings using federated learning
and LSTM-based inference deployed directly on edge devices.
DOI →
Hybrid metaheuristic combining water wave optimisation with simulated annealing (BFS + DFS),
applied to the Bin Packing Problem. Developed as part of a team project at ESI; achieves
highly competitive results against standard benchmarks.
Report →
Competitions
Mentored highly competitive students solving real-world AI problems for major Algerian companies (e.g. Yassir). Guided competitors in data nature evaluation and problem framing.
Ranked 7th out of 15 teams. Solved industry ML problems using XGBoost and SVM.