15:35
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15:50
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15:50
Day 1
Helping to Mend the Disconnect Between Biological Research and Medicine: A tale of two -- different -- kinds of graphs
<p>As our tools evolve from scripts and pipelines to intelligent, context-aware systems, the interfaces we use to interact with data are being reimagined.</p>
<p>This talk will explore how accelerated and integrated compute is reshaping the landscape of biobank-scale datasets, weaving together genomics, imaging, and phenotypic data with and feeding validatable models. Expect a whirlwind tour through:
· Ultra-fast sequence alignment and real-time discretization
· Estimating cis/trans effects on variant penetrance via haploblock architecture
· Biobank scale data federation
· Knowledge graphs as dynamic memory systems (GNNs - LLM co-embedding)</p>
<p>We'll close by tackling the unglamorous but essential bits: validation, contextualization, and the digital hygiene required to keep model-generated data from becoming biomedical junk DNA. Think of it as a roadmap toward smarter, faster, and more trustworthy data-driven healthcare.</p>