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Cristian Vega

Senior AI/ML Engineer specializing in Generative AI and RAG

California, nullSenior AI Engineer9 years experienceSeniorHealthcareHealthcare ITAdTech
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About

ML/NLP practitioner at Morf Health focused on unifying fragmented healthcare data by linking structured patient/encounter records with unstructured clinical notes. Has hands-on experience with transformer embeddings, vector databases, and domain fine-tuning, plus rigorous evaluation (precision/recall) and human-in-the-loop validation with clinical SMEs to make pipelines production-grade.

Experience

Senior AI EngineerMorf Health
Data ScientistGumGum
Machine Learning ResearcherClearBlade
Python Data EngineerDell Technologies
Research AssistantUniversity of Texas at Austin
Teaching AssistantUniversity of Texas at Austin

Education

University of Texas at Austinbachelor, Computer Science (2017)

Key Strengths

  • Built ML/NLP pipelines unifying structured patient data with unstructured clinical notes
  • Production-focused validation: labeled benchmarks, precision/recall tuning, and threshold optimization
  • Robust data linking with confidence scoring and cross-field consistency checks (IDs, timestamps, clinical context)
  • Human-in-the-loop quality process with clinical SMEs to review edge cases and refine mappings
  • Entity resolution across multi-system healthcare data using deterministic + probabilistic matching
  • Designed scalable, maintainable Python data workflows with orchestration, testing, logging, monitoring, and config-driven design
  • Improved search relevance and record linking using embeddings + vector DB similarity search and domain fine-tuning

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Languages

English

Skills

PythonRC/C++JavaJavaScriptSQLMySQLPostgreSQLMongoDBElasticsearchHadoopAWS S3AWS SageMakerAWS LambdaAWS Redshift