Soumya Nandana Krishnan [new] May 2026

Soumya Nandana Krishnan , often known as Nandana Krishnan, is a rising South Indian classical and contemporary dancer, choreographer, and content creator recognized for her versatile performance style. Professional Profile

Search results: Hmm, some hits for a book by someone named Soumya Nandana Krishnan titled "The Immortal Empire". That's from 2017, according to the first search result. There's also a blog post in Malayalam mentioning her in the context of an event in Thiruvananthapuram. Another article is about her book being published, and there's a YouTube video where she talks about her work. There's also a website mentioning her as an author and poet. soumya nandana krishnan

Abstract

The integration of Deep Learning (DL) into medical diagnostics has shown remarkable potential, yet the "black-box" nature of these models remains a significant barrier to clinical adoption. Physicians require not only accurate predictions but also a comprehensible rationale behind algorithmic decisions. This paper proposes a novel framework, ECG-Net-X, designed to classify cardiac arrhythmias from Electrocardiogram (ECG) signals while providing human-interpretable explanations. By combining Convolutional Neural Networks (CNNs) for feature extraction with attention-based mechanisms for localization, our model highlights specific regions of the ECG signal influencing the classification decision. We evaluate ECG-Net-X on the MIT-BIH Arrhythmia Database, achieving a classification accuracy of 98.4%. Furthermore, qualitative evaluation by cardiologists confirms that the attention maps align with known physiological biomarkers. This study bridges the gap between high-performance AI algorithms and the explainability required for trustworthy clinical application. Soumya Nandana Krishnan , often known as Nandana

Watch this space. The best is yet to come. There's also a blog post in Malayalam mentioning

The Rhythm of Grace: Spotlight on Soumya Nandana Krishnan

In the bustling cultural landscape of Bangalore, where tradition meets modernity, few artists embody the synthesis of classical rigor and contemporary expression as beautifully as Soumya Nandana Krishnan. A distinguished Bharatanatyam dancer, choreographer, and teacher, Soumya has carved a niche for herself as a preserver of heritage and an innovator of movement.