I am a data scientist with seven years of experience building end-to-end machine learning systems in finance, healthcare and e-commerce. I enjoy taking unclear business problems and turning them into clear, scalable pipelines that deliver reliable predictions.
My work sits at the overlap of statistics, engineering and real-world text. I tend to gravitate toward difficult, context-heavy domains such as liquidity forecasting, customer experience modeling and clinical research. NLP shows up often in my projects, especially when the data is messy and the language is specialized.
I have published six peer-reviewed papers, deployed twelve production ML systems and contributed to more than 27 million dollars in measurable impact.
Outside of work, I am a solo traveler at heart and have explored most of India and several other countries. I like meeting people, learning their stories and carrying those perspectives into the way I approach data and problem solving.
Machine Learning ████████████████░ Expert
Statistical Modeling ████████████████░ Expert
NLP / Text Parsing ██████████████░░░ Advanced
Forecasting ██████████████░░░ Advanced
Data Engineering ████████████░░░░░ Intermediate
Generative AI █████████████░░░░ Advanced
| Focus | Description |
|---|---|
| Clinical-Trials Copilot | AI tool that extracts endpoints, eligibility, flow and structure from clinical PDFs and trial registries. |
| ML Engineering | Kedro pipelines, Jenkins and GitHub Actions CI/CD, Dockerized ML services. |
| Forecasting | Liquidity modeling with ARDL, seasonality analysis, calendar effects and multi-horizon predictions. |
| NLP | Parsing trader messages, entity extraction, instrument and intent identification. |
| LLMs | Retrieval pipelines, embedding stores, RAG workflows and evaluation harnesses. |
📌 Key Stats
Models Deployed 12
Datasets Analyzed ~120+
NLP System Precision 95%
Peer-reviewed Papers 6+
Financial Impact $27M+
CX Impact (NPS) +8 points
📚 Full List
- Surgical stapling comparative outcomes — Medical Devices
- Spinal fusion economic outcomes — The Spine Journal
- COVID-19 treatment patterns — IJGM
- Surgical site infection after cesarean — AJOG Global Reports
- Sternotomy closure outcomes — Journal of Cardiothoracic Surgery
- Multiple Value in Health papers (CO3, IN3, PIN117, PIN108…)
🏆 Highlights
- Top-10 Employee of the Year, Société Générale
- Designed & deployed liquidity models driving $27M uplift
- Built CI/CD ML ecosystem in a regulated environment
- Improved NPS by 8 points at Flipkart
- Co-authored six clinical research publications
