Research
Applied research, mostly where models meet real constraints.
Two threads: what central bank language actually predicts, and how to deploy medical imaging models without moving patient data.
Areas
- ActiveNov 2024 — Present
Financial NLP and central bank communication
Stony Brook University
Extracting stance and stance-change from Federal Reserve publications, and testing whether the delta between consecutive releases carries information beyond what is already priced in.
Read the case study - CompletedMay 2025 — Aug 2025
Deployable ML for medical imaging
Wake Forest University — Center for Artificial Intelligence Research
Brain tumor segmentation with a deployment constraint: inference must run client-side so patient imaging never leaves the reviewing machine.
Read the case study
Publications
Analysis Report on India's Reopening
International Journal for Research Trends and Innovation (IJRTI) · Vol. 5, Issue 6 · pp. 64-69 · June 2020
Using the dataset from our earlier survey on the same topic, we predicted respondents’ views on the Government of India’s "Unlock" phase 1 using data analysis and machine learning models.
- COVID-19
- Machine Learning
- Data Analysis
- Lockdown
- Containment Zone
PDF ISSN 2456-3315Survey paper on "Is India ready to reopen?"
International Journal for Research Trends and Innovation (IJRTI) · Vol. 5, Issue 6 · pp. 20-22 · June 2020
As "Unlock" by the government was just around the corner, we all had one question in our minds: "Is India ready to reopen?" — even when COVID-19 still prevailed. We surveyed around 31 questions on what people observed and experienced during lockdown, then analysed the data and generated trends.
- COVID-19
- Lockdown
- Unlock
- Survey research
PDF ISSN 2456-3315
Conference papers
- Presented2025
Market Expectations and FOMC Speech: a Large Language Model Approach to Asset Pricing
International Conference on Business, Management, Economics, and Information Systems · New York, United States
Applies large language models to Federal Reserve speech to study how market expectations are priced, extending the FOMC research pipeline into an asset-pricing setting.
Related case study
Graduate coursework
Course presentations
Cross-Lingual Document Retrieval using Embedding Models
AMS 691.02 — Natural Language Processing · Professor Jiawei (Joe) Zhou
Retrieval across languages using multilingual embedding models, so a query in one language surfaces relevant documents in another.
With Rutika Avinash Kadam, Sai Ruthvik Madireddy
- NLP
- Embeddings
- Retrieval
Cross-Lingual Document Retrieval and Question Answering
AMS 560 — Big Data Systems, Algorithms and Networks · Professor Zhenhua Liu
Extends the cross-lingual retrieval work into a question-answering system, breaking the language silos that keep parallel corpora isolated from each other.
With Meet Zalavadiya, Moraish Kapoor, Shaunak Mahajan, Swati
- Retrieval
- Question Answering
- Distributed Systems
Distributed Healthcare Cost Prediction with Spark and PySpark
AMS 598 — Big Data Analysis · Dr. Song Wu
Benchmarks Apache Spark against traditional systems for large-scale healthcare cost prediction, and shows that behavioural indicators can predict high drug spending without access to direct cost data.
With Aishwarya Bhanage, Harsha Vardhan Reddy Vummadi, Sriram Vivek Sanjyot Amritkar, Dhananjay Sharma and 4 others
- Apache Spark
- PySpark
- Distributed Computing
- Healthcare
Forecasting and Segmentation of Guest Booking Patterns in Hospitality
AMS 597 — Statistical Computing
Forecasting booking demand and segmenting guest behaviour to understand cancellations and fluctuating demand in the hospitality industry.
With Venkata Sai Ashrit Kommireddy, Abhishek Sai Maddineni, Meet Zalavadiya, Harish Kandan
- Forecasting
- Segmentation
- Statistical Computing
MovieDB: A Comprehensive Movie Database System
Data Management
A relational database system for cataloguing films and tracking user activity, covering schema design, normalisation, and query performance.
With Abhishek Sai Maddineni, S. Varshaa Sai Sripriya
- PostgreSQL
- Schema Design
- Data Modelling