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Deep Patel

Junior AI/ML Engineer specializing in NLP, LLMs, and MLOps deployment

Firenix Technologies Pvt. Ltd.University of OklahomaSeattle, WA1 Years ExperienceJunior Level

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About

Built and deployed NeuroDoc, a production-grade RAG system for PDF Q&A that delivers citation-backed answers with strong anti-hallucination guardrails. Experienced in orchestrating and scaling ML/LLM pipelines with Kubernetes, Airflow/Prefect, and PyTorch Distributed, and in building rigorous evaluation and citation-verification tooling to ensure reliability in production.

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Key Strengths

  • End-to-end production deployment of LLM/RAG systems (FastAPI + Docker + Nginx)
  • Systematic hallucination reduction using thresholds, multi-chunk evidence, grounding prompts, reranking, and post-checks
  • Designing measurable LLM evaluations (grounding accuracy, hallucination rate, latency, citation correctness)
  • Building automated citation-correctness checkers (parsing citations, matching to chunk IDs)
  • Scalable and reliable Kubernetes-based model serving (HPA, probes, GPU scheduling)
  • Translating non-technical product requirements into concrete technical constraints and tradeoffs

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Experience

AI EngineerFirenix Technologies Pvt. Ltd. · May 2022 – May 2023
Machine Learning Research InternIIIT Vadodara · May 2021 – Jul 2021internship

Education

University of Oklahomamaster, Computer Science (2025)
IIIT Vadodarabachelor, Computer Science and Engineering (2022)

Languages

English

Certifications

Generative AI with Large Language Models - deeplearning.aiNatural Language Processing with Transformers - Hugging FaceBuilding Transformer-Based Natural Language Processing Applications - Nvidia Deep Learning InstituteFundamentals of Deep Learning - Nvidia

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Deep PatelJunior AI/ML Engineer specializing in NLP, LLMs, and MLOps deployment