Joel Karpiak

Company: GlaxoSmithKline

Job title: Senior Director, Head of Protein Design & Informatics

Seminars:

Implementing Active Learning Loops to Combat Bias & Improve Model Performance Over Time 10:00 am

Discover how active and continuous learning systems allow models to improve with each new dataset, reducing initial bias Examine the impact of bias from datasets favoring only “good” molecules and how this limits model creativity and exploration Understand how integrating real-time lab results into training loops supports model refinement and validationRead more

day: Conference Day One

09:00 am | Workshop A | Lab-in-the-Loop AI Validation Systems for Improving Accuracy & Developability in De Novo Design 9:00 am

When experimental results are inconsistent, siloed, or simply too limited, how can we meaningfully train or refine AI models for biologics? Without standardized benchmarks or validation metrics, how do we know which models perform best, or even perform reliably at all? And if lab feedback is critical, what happens when infrastructure gaps, slow turnaround times,…Read more

day: Pre-Conference AI Validation Workshop Day