Shubh Lilani
Data Scientist | Gen AI | Python Devlopment
- Role
- Data Scientist at Xoriant
- Location
- Jersey City, NJ, US
- LinkedIn followers
- 500 followers
About Shubh Lilani
I design AI systems that turn open-ended questions into reliable, explainable…
Experience
Data Scientist
Jun 2024 — Present
Built “deep search” (router → 5 expert agents) fanning out across datasets; expanded question coverage to new categories and unlocked self-serve analytics for non-technical teams.Grounded entity extraction with a reference filter (BM25, cosine, fuzzy) feeding slot-filled, template SQL; improved correctness and reduced back-and-forth with stakeholders.Replaced manual QA with an evaluation harness + synthetic test sets; lifted test accuracy and caught regressions pre-deploy.Cut E2E latency 180s → 60s (-67%) via token budgeting, prompt design for controlled outputs, and parallelized LLM calls.Explored RL-based policies to tune entity rules; documented tradeoffs vs. deterministic heuristics for production use.Productionized with CI/CD (Lightspeed), canary + rollback; validated throughput/SLOs with JMeter load tests.Authored MRM-ready question taxonomy & docs so business users get repeatable, auditable answers.
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