In an era where social media often overshadows substance, emerges as a refreshing blend of classic charm and modern determination. Known widely as a popular Indian actress and model, Soumya first captured hearts in the Malayalam film and television industry—but her story goes beyond the screen.
Finally, the conclusion should highlight her significance in current Malayalam literature and her potential for future works. soumya nandana krishnan
The names Soumya and Nandana also carry weight in the South Indian film industry: In an era where social media often overshadows
Details about Krishnan’s personal life remain limited, with the author keeping a low profile outside her literary pursuits. Her focus on writing and cultural promotion suggests a dedication to preserving Kerala’s narrative heritage. The names Soumya and Nandana also carry weight
However, a critical limitation persists: most DL models function as "black boxes." They intake an ECG signal and output a diagnosis (e.g., "Atrial Fibrillation") without providing insight into why that decision was made. In a high-stakes environment like cardiology, where a misdiagnosis can be fatal, clinicians are understandably hesitant to rely on opaque algorithms.
We compared ECG-Net-X against standard benchmarks, including a baseline CNN and a Random Forest classifier.
Krishnan, S. N., Patel, R., & Al-Farsi, M. (2023). Enhancing Diagnostic Accuracy in Cardiology: An Explainable AI Framework for ECG Classification . Journal of Biomedical Informatics, 45(3), 112-128.