Deep ILIA is a research team launched in 2021 within the ILIA department at FPMs UMONS, specializing in Artificial Intelligence (AI), Machine Learning, and Deep Learning. The team focuses on explainable and embedded AI, multimodal learning, and model deployment in cloud and edge environments. Led by Professor Sidi Ahmed Mahmoudi, Deep ILIA consists of 8 PhD students, 1 postdoctoral researcher, and 1 research engineer. Since its inception, the team has been involved in over 10 national and international projects dedicated to the development, optimization, and deployment of AI models. Deep ILIA also maintains strong collaborations with industrial partners, driving innovation through cutting-edge research and real-world applications.