Swami Sankaranarayanan
Senior Principal Scientist @ Lila Sciences
About
A seasoned ML researcher with: • 10+ years of experience in AI model development and deployment • 5+ years of experience in hands-on work with GenAI models (finetuning / interpretability / synthetic data generation) • Core part of the team that pushed FDA-regulated AI-health algorithms onto mobile devices in the hands of consumers • 5+ years of hands-on research including at CSAIL, MIT supervising several interns and PhD students • Experience in serving in an AI Expert committee for red-teaming ML deployments for issues of bias and fairness Previously, I was a postdoc at MIT researching how to make GenAI models more transparent and before that, I was a Research Scientist at Butterfly Network where I co-led the deployment of Auto-Bladder Volume, a diagnostic ML product approved by the FDA. I obtained my Ph.D. under Prof. Rama Chellappa at the University of Maryland, College Park, for which I was awarded the ECE Distinguished Dissertation Award 2018!
United States
Washington
Research
Software Development, Data Visualization, Distributed Systems, Data Analysis, Applied Machine Learning, Python (Programming Language), Algorithmic Fairness, Transfer Learning, Natural Language Processing (NLP), Large Language Models (LLM), Data Science, PyTorch, Object-Oriented Programming (OOP), TensorFlow, SQL, Artificial Intelligence (AI), Machine Learning, Deep Learning, Matlab, C++
Experience

Graduate Research Assistant
I have worked on the following problems that span my thesis: 1. Online Metric Learning for Face Verification 2. Semantic Segmentation and Adversarial Perturbations 3. Adversarial training and Regularization 4. Semi-supervised Learning: Unsupervised Domain Adaptation using Generative Adversarial Networks

Graduate Research Trainee
INRIA Sophia Antipolis
Performance Analysis of Object Tracking systems using the depth map from Kinect.

Summer Research Intern
Leibniz Universitat
Supervised by Dr-Ing. Joern Ostermann, Professor and Head, TNT,LUH · Implemented Feature Point Extraction (SIFT,PCA-SIFT,SURF) in Open CV · Develop a generalized two dimensional motion model for a camera tracking System
Swami Sankaranarayanan's Contact Information
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