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Hanif Lashari

Mid-level Data & Machine Learning Engineer specializing in anomaly detection and forecasting

Mary Greeley Medical CenterIowa State UniversityAmes, IA3 Years ExperienceMid LevelWorks On-Site

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About

Built and productionized an agentic RAG assistant using Ollama + LangChain + MCP + ChromaDB to speed up and standardize access to operational knowledge from tickets and runbooks. Focused on real-world reliability: mitigated timeouts/latency with retries and concurrency limits, improved retrieval via chunking/embedding iteration, and reduced hallucinations through citation-grounding and confidence-based abstention. Also partnered with non-technical ops staff to deliver anomaly detection/monitoring by translating operational needs into model signals, thresholds, and alerting logic.

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Key Strengths

  • Built and deployed an agentic RAG assistant over operational tickets/runbooks
  • Stabilized LLM pipeline reliability via timeouts/retries and concurrency controls
  • Improved retrieval quality through iterative chunking/embedding tuning and parameter tuning (e.g., top-K)
  • Reduced hallucinations with strict grounding (citations), confidence thresholds, and safe abstention behavior
  • Designed workflows as testable components (ingestion, retrieval, validation, generation) with offline test sets
  • Measures and improves production performance using latency, retrieval relevance, and answerability metrics with step-level logging
  • Effective collaboration with non-technical operational stakeholders using plain language and simple visualizations

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Experience

Machine Learning AnalystMary Greeley Medical Center · May 2025 – Oct 2025
Machine Learning Researcher (Ph.D.)Iowa State University · Aug 2022 – Jan 2026
GPSS TreasurerIowa State University · May 2025 – Presentpart-time
Teaching AssistantIowa State University · Aug 2022 – Dec 2025part-time

Education

Iowa State Universitydoctorate, Computer Engineering (2026)
Mehran University of Engineering and Technologymaster, Electrical Engineering (2019)
Mehran University of Engineering and Technologybachelor, Electronics Engineering (2016)

Languages

English

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Hanif LashariMid-level Data & Machine Learning Engineer specializing in anomaly detection and forecasting