Soumadeep Saha

BS & MS

Indian Institute of Science Education and Research, Kolkata

I graduated with a Masters' in Physics and a minor in Mathematics.

MS Thesis

I worked on robust deep learning systems, studying the natural trade-off there is between accuracy and robustness. Given that adversarial training acts like a regularisation term, I looked at various other factors in conjunction with adversarial training to make recommendations about model architectures that strike the best balance between accuracy and robustness.

LLM Training Session

At DataLab, CapitalOne, Bangalore

Organized a 1 week training session on LLMs, their applications and current limitations, including hands-on demos.

Course Material

Knowledge guided ECG diagnostics

At TCS Research and Innovation Lab,

I worked on improving Deep Learning based ECG diagnostic tools with the aid of domain knowledge gathered from experts. This work led to two patents - 20221052587, 202221062230 (pending).

Deep Analysis of Pain Management

As a project student at ISI Kolkata

Collaborated with medical professionals in the field of radio diagnosis to formulate a problem statement and set up data gathering protocols to create a high quality data set for analysis of back pain from MRI images

Adversarially robust deep learning systems

MS Thesis, under the supervision of Dr. Utpal garain.

I explored the issue of adversarial robustness using several approaches like transfer learning, cryptography, and tried to construct a mathematical model for our understanding of adversarial examples. Developed key insights into training and deploying deep learning models, experience with tensorflow, ImageNet models, and language models.

Sports

I have played in the Senior Division Men's Basketball league of my state. I have also represented my college team in Basketball, Volleyball and Athletics.

Music

I am a classically trained pianist, and I enjoy listening to and performing works by Chopin , Beethoven, etc.