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Tamir ShemTov

Entry-Level Computer Vision Research Assistant specializing in medical imaging AI

Cedars-SinaiCalifornia State University, East BayLos Angeles, CA1 Years ExperienceEntry LevelWorks On-Site

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About

New grad who shipped an LLM-powered writing app (“Write-it”) to production on Azure with CI/CD (GitHub Actions + JFrog) and implemented an unconventional RAG pipeline to prevent repetitive prompts using embeddings and cosine similarity. Also participated in a Luma AI image/video generation hackathon, iterating with artist feedback and improving usability by rewriting non-technical prompts via an LLM.

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Key Strengths

  • Built and deployed an LLM-powered app to production on Azure (Container Apps + Docker + Cosmos DB)
  • Designed a novel RAG approach to enforce prompt diversity using embeddings + cosine similarity thresholds
  • Strong prompt-engineering practices (context ordering, constraints, temperature tuning, self-validation safeguards)
  • Reliability-minded AI workflow design (metrics-first, modular safeguards, fallback behaviors, monitoring for drift)
  • Able to translate AI capabilities for non-technical stakeholders and incorporate user feedback (artists at hackathon)

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Experience

Research Assistant (Computer Vision) - Cedars Sinai, CACedars-Sinai · Jul 2025 – Present
Undergraduate Research AssistantCalifornia State University, East Bay · Jan 2025 – May 2025

Education

California State University, East Baybachelor, Computer Science

Awards

  • 39th CSU Statewide Student Research Competition - Presenter
  • CSU Computer Science Conference - Presenter

Languages

English

Publications

1 publication

Explainable AI (XAI)Neural network pruningModel compressionConvolutional neural networks

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Tamir ShemTovEntry-Level Computer Vision Research Assistant specializing in medical imaging AI