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AI/ML • NLP • LLMs • RAG • Information Retrieval
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Building retrieval, RAG, and LLM systems.

My work spans retrieval, reranking, model inference, and evaluation, grounded in software engineering experience building GCP APIs and product workflows.

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Open to full-time AI/ML, NLP, and information retrieval roles.
AI/ML Engineer · MCompScMontreal, QC, Canada
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Featured

Selected work

Recent case studies across retrieval, evaluation, applied NLP, and production-minded software work.

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2026-08-01
BioEvidence AI: Local-First Biomedical Question Answering
A full-stack biomedical QA application combining retrieval over a 14.9M-record PubMed index, adaptive reranking, local LLM generation, and citation validation.
Key: Integrates PubMed, Europe PMC, and ClinicalTrials.gov into a real-time, on-device query-to-citation workflow.
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2025-11-01
Insomnia classification and evidence extraction
Built baseline shared-task systems for identifying insomnia cases and extracting supporting evidence spans from clinical notes.
2025-09-01
TREC BioGen: Evidence-grounded RAG and LLM evaluation system
Built and evaluated sparse and dense RAG pipelines over 26.8 million PubMed documents, with Qwen-based generation, reranking, and a dashboard for evidence-linked inspection.
Experience

Research, teaching, and industry

Full CV roles, condensed into a clean timeline.

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Research Assistant

CLaC Lab, Concordia University · Montreal, Canada

Sep 2023 - Aug 2026

Built retrieval and QA pipelines over 26.8M PubMed documents using BM25, MedCPT, cross-encoder reranking, evidence selection, and LLM generation for thesis and shared-task research.

Teaching Assistant

Concordia University · Montreal, Canada

Sep 2024 - May 2026

Led tutorials and office hours for Information Retrieval and Web Search (COMP 479/6791) and Discrete Mathematics (COMP 232), helping students work through assignments and technical questions.

Solution Developer

OrangeScape Technologies Pvt Ltd · Chennai, India

Jul 2022 - Aug 2023

Built GCP-backed API services and translated product requirements into workflow rules, validations, and approval paths for Kissflow Procurement Cloud.

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If you're hiring for AI/ML, NLP, RAG, information retrieval, or software engineering work, I'd be happy to connect.

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