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Patrick Rollo

@patrickrollo

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I build multilingual clinical AI pipelines and evaluation systems for healthcare data.

Saudi Arabia

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What I'm looking for

I'm looking for remote or relocation opportunities where I can build and evaluate production AI/ML systems, particularly multilingual clinical AI infrastructure and regulated healthcare-data workflows.

At HealthBridge AI, I developed multilingual clinical AI infrastructure for large-scale healthcare data in a regulated environment. I built a synthetic clinical-data pipeline for annotated medical transcripts in more than nine languages, including Singlish and code-switching.

I designed evaluation-driven ML workflows, integrating Valsea ASR evaluation into MedBench with BigQuery and Jupyter to measure WER and clinical fidelity. I also engineered ElevenLabs voice synthesis with gender-aware, language-keyed voice pools and 409-error failover.

I built practical LLM and MCP projects, including fintech and customer-support servers backed by BigQuery, DuckDB, and synthetic data. My five years teaching ESL help me communicate clearly across technical and non-technical teams.

Experience

Work history, roles, and key accomplishments

AI/ML Engineering Intern

HealthBridge AI

Apr 2026 - Jul 2026 (3 months)

Developed a multilingual synthetic clinical data pipeline for generating annotated medical transcripts in 9+ languages, including Singlish/code-switching, to enhance Gemma 4's Native Audio Tower. Integrated Valsea ASR evaluation into MedBench, designing a BigQuery schema and automated Jupyter pipeline to assess transcription quality using WER and clinical fidelity metrics.