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girishponkiya/README.md

Girishkumar Ponkiya

Applied AI meets research rigour.

Data Scientist (Vice President) in Technology Innovation Lab at ISS STOXX · Mumbai, India


What I Build

  • LLM Infrastructure — Production deployment (vLLM, FP8 quantization, multi-GPU tensor parallelism), optimising for latency and throughput, observability stack (Telegraf → InfluxDB → Grafana)
  • NLP Pipelines — NER, relevance classifiers, precision-recall calibration through threshold optimisation — ~700K articles/day, 10+ languages, 15× noise reduction
  • AI Enablement — Company-wide LLM workshop series for software development teams (70+ live participants/session, broader reach via recordings)

Research

Published in ACL, EMNLP, and COLING on noun compound semantics and NLP methodology. Ph.D. (NLP) from CSE, IIT Bombay · ~73 citations · h-index 5

Links

girishp.in · Google Scholar · LinkedIn · Stack Overflow · Medium

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