Ryan Emerson

Company: A-Alpha Bio Inc.

Job title: SVP, Data Science & GM, Platform Solutions

Seminars:

Building Purposeful Datasets to Reduce Model Bias & Improve Predictive Accuracy 9:00 am

Learn why retrofitting existing experimental data for model training often introduces intrinsic bias that skews outcomes Explore strategies for designing data collection protocols explicitly for machine learning, ensuring consistency and reducing noise Understand the importance of resource investment in systematic data generation and where to prioritize for maximum impactRead 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