Talks & Research

Speaking & Publications

Conference talks, academic publications, and technical articles on machine learning, LLMs, and biomedical AI.

Speaking Engagements

xTelliGent Two: AI in GxP 2025 Summit

Navigating complex data challenges with AI where LLMs fail

A deep dive into the real-world limitations of large language models in specialized and complex data environments, particularly in biomedical research. While LLMs excel at summarization, Q&A, and document retrieval, they struggle with messy, jargon-laden, or confidential data. This session presents practical architectures and hybrid approaches for navigating those gaps.

The Tesseract Academy Conference

Big Data in the NLG Domain

An exploration of how to handle big data challenges in NLG applications, with a focus on the practical engineering required as LLM-based generation scaled up โ€” including dataset curation, quality filtering, and evaluation at web scale.

Available for expert consultations via GLG

As a member of the GLG Research Expert Network, I'm available for expert consultations on machine learning, LLMs, and AI in regulated industries. GLG members can book directly through the platform; for direct inquiries, use the contact form.

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