Soumya Nandana Krishnan

Soumya Nandana Krishnan (often referred to as ) is an inspiring figure known for her journey to becoming an officer in the Indian Police Service (IPS) . Her story is one of persistence, having successfully cleared the rigorous UPSC Civil Services Examination (CSE) 2024 with an All India Rank (AIR) of 196 after four attempts.

We compared ECG-Net-X against standard benchmarks, including a baseline CNN and a Random Forest classifier.

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Soumya's academic journey began at a local engineering college, where she pursued a degree in Computer Science. Her exceptional academic record and outstanding performance in various coding competitions earned her a scholarship to pursue higher studies at a prestigious university. This opportunity not only helped her gain a deeper understanding of technology but also exposed her to a global community of innovators and entrepreneurs. Soumya Nandana Krishnan (often referred to as )

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.

: Born into a musical family, she received early training in Indian classical music, which laid the foundation for her technical proficiency. This public link is valid for 7 days

Our results indicate that the attention mechanism not only improved the interpretability but also marginally improved accuracy by forcing the model to focus on relevant signal segments rather than noise.

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