Soumya Nandana | Krishnan

$^1$ Department of Computer Science and Engineering, Anna University, Chennai, India. $^2$ School of Computing, National University of Singapore (NUS), Singapore.

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, , 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.

One of Soumya's most notable achievements was her role in developing a cutting-edge chatbot that utilized natural language processing (NLP) and machine learning algorithms. The chatbot, designed to provide personalized customer support, was a huge success, and its implementation led to a significant reduction in customer complaints and an increase in customer satisfaction. soumya nandana krishnan

Her fans often create fan edits of her emotional scenes, which go viral on YouTube and Instagram. A search for "Soumya Nandana Krishnan best scenes" yields millions of views, proving that audiences are hungry for authenticity over gloss.

She completed her medical training at Maulana Azad Medical College in Delhi before holding residencies at Lady Hardinge Medical College and Michigan State University. $^1$ Department of Computer Science and Engineering, Anna

Born and raised in Kerala, Soumya’s journey is not one of overnight stardom. It’s a narrative of quiet persistence. She made her acting debut with the television series "Sahodari" (Doordarshan) and later stepped into the film world with movies like "Pullipulikalum Aattinkuttiyum" and "Thinkal Muthal Velli Vare" . However, it was her appearance on the reality show Bigg Boss Malayalam (Season 3) that introduced her to a pan-Indian audience. Inside the house, she wasn’t just the demure, soft-spoken actress—she was a fierce competitor, known for her articulate opinions, emotional resilience, and unwavering dignity even under pressure.

: She gained significant public attention through her participation in the popular reality singing competition, "Voice of Tamil Nadu" . Her performances on the show led to opportunities with established music directors. Physicians require not only accurate predictions but also

: Figures like Soumya Krishnan (@ peppermintlady ) engage regional audiences with family-oriented content, travel diaries (such as staycations in Kumarakom, Kerala), and lighthearted comedic reels. 🏛️ Cultural Recognition and Regional Arts

Representing the modern blend of brains and style, this creator recently completed her post-graduate studies, earning an MSc in Pharmaceutical Science from the University of East London. Her content often touches upon the realities, milestones, and triumphs of international student life.

In the field of computer science, M. Soumya Krishnan, affiliated with the Department of Computer Science and IT at the Amrita Vishwa Vidyapeetham in Kochi, India, has authored multiple publications and garnered several citations. Her research contributes to the ever-evolving world of information technology.

, which she chose as one of her specialisations during her higher education. Her journey toward public service was not immediate; she navigated several challenges and failures before achieving her goal. Her story is often cited as an inspiration for students who face setbacks in competitive exams, as she transitioned from these initial hurdles to successfully qualifying for the Indian Police Service (IPS) Journey to Success