Nadia Conroy
Senior Data Scientist @Datastreamer
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WORK HISTORY
Senior Data Scientist @Datastreamer
CA
Designed and deployed ML models for entity recognition, content risk scoring, and threat detection in real-time news and social media pipelines.Led the integration of early-stage LLM tools for automated content summarization and disinformation pattern detection.Owned MLOps workflows using GCP, Kubernetes, MLflow, and CI/CD for production-grade ML applications.Collaborated with engineers and domain experts to translate client use cases into machine learning solutions in high-stakes, time-sensitive environments.
EDUCATION
Western University
Doctor of Philosophy - PhD, Library and Information Science
Western University
Master of Library & Information Science - MLIS
Western University
Bachelor of Science - BS, Computer Science
ABOUT NADIA CONROY
I work at the intersection of machine learning, security, and language—where ambiguous signals have consequences. I’ve built NLP systems for detecting threats in real-world data streams, and I’ve published academic work on misinformation, argumentation, and how we learn to deceive with structure.I work with LLMs when and where they make sense—augmenting workflows, parsing ambiguity, or enriching classification systems. I’m especially interested in emerging agentic systems and what that means for workflow transparency.
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