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Aneri Patel - Machine Learning Engineer – LLM Fine-tuning – Semantic Retrieval in Washington, D.C.

Aneri Patel

Junior Machine Learning Engineer specializing in LLM fine-tuning and semantic retrieval

Enquire AI, Inc.George Washington UniversityWashington, D.C.2 Years ExperienceJunior LevelWorks On-Site

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About

Backend engineer with legal-tech and AI workflow experience: built JurisAI, an end-to-end legal research system using OCR + embeddings + Pinecone vector search to deliver citation-grounded LLM answers with safe failure modes (~90% recall@K). Also led a GW Law metadata migration into Caspio with batch validation and parallel rollout, and has strong FastAPI/GCP production reliability and observability practices.

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Key Strengths

  • Designed end-to-end legal research RAG backend with OCR-to-vector pipeline
  • Built citation-grounded QA with safe failure behavior when context is missing
  • Achieved ~90% recall@K on internal retrieval evaluations
  • Scalability via separating ingestion from query path with async background jobs and caching
  • Production API reliability practices: standardized errors, timeouts/retries, fallbacks, observability (structured logs, request IDs, health checks, alerts)
  • Led incremental data migration with relational schema design, batch validation, rollback option, and parallel run rollout
  • Identified LLM edge cases (scoring incomplete reports) and hardened prompts with explicit failure conditions and structured outputs

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Experience

Machine Learning Engineer – LLM Fine-tuning – Semantic RetrievalEnquire AI, Inc. · Sep 2025 – Present
Graduate Research Assistant – Data Ingestion – LLM Integration – Workflow OptimizationThe George Washington University Law School · Jun 2024 – May 2025part-time
Machine Learning Intern – Model Development – Hyperparameter Tuning – Model OptimizationInfotrend Inc. · Jun 2024 – Aug 2024internship
Data Analyst – Data Analytics – Trend Analysis – DashboardingThe Coaching Academy · Jan 2022 – Dec 2022

Education

George Washington Universitymaster, Data Science (2025)
Gujarat Universitybachelor, Artificial Intelligence and Machine Learning (2023)

Skills

PythonTypeScriptSQLRJavaMachine LearningDeep LearningComputer VisionLarge Language Models (LLMs)Prompt EngineeringRetrieval-Augmented Generation (RAG)LoRAHyperparameter TuningModel EvaluationPyTorch

Languages

English

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Connect with Aneri

Aneri already has a relationship with Reval, so a warm intro from us gets a much better response than cold outreach.

Typically responds within 24 hours

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Aneri PatelJunior Machine Learning Engineer specializing in LLM fine-tuning and semantic retrieval