Cambridge Healthtech Institute’s 4th Annual

Machine Learning for Protein Engineering Part 2

Demonstrating Value and Putting Theory into Practice

13 November 2025


Cambridge Healthtech Institute's Machine Learning for Protein Engineering Part 2 conference at PEGS Europe examines and measures the real impact of using ML/AI techniques by developing benchmarks, experimental validation, data curation, standards, and controls to guide the process for implementing these tools throughout the drug-discovery and development pipeline. Case studies comparing experimental approaches with computational and machine-learning approaches will shed light on how to adapt and utilise them for discovery, prediction, developability, simulation, and optimisation of biologics.

Coverage will include, but is not limited to:

  • Implementing benchmarking, experimental validation, standards, and controls
  • Applying ML to developability and optimisation
  • Reviewing new findings on protein language models
  • Using deep learning across the drug-discovery pipeline
  • Learning from case studies in protein design
  • Measuring results from ML vs. experimental approaches
  • Using AI to derisk antibody and biologic development
  • Building the latest generative models for de novo design
  • Learning about and incorporating diffusion and other models

The deadline for priority consideration is 28 March 2025.

All proposals are subject to review by session chairpersons and/or the Scientific Advisory Committee to ensure the overall quality of the conference program. Additionally, as per Cambridge Healthtech Institute’s policy, a select number of vendors and consultants who provide products and services will be offered opportunities for podium presentation slots based on a variety of Corporate Sponsorships.

Opportunities for Participation:


For more details on the conference, please contact:

Christina Lingham
Executive Director, Conferences and Fellow
Cambridge Healthtech Institute
Phone: (+1) 508-813-7570
Email: clingham@healthtech.com

For sponsorship information, please contact:

Companies A-K
Jason Gerardi
Sr. Manager, Business Development
Cambridge Healthtech Institute
Phone: (+1) 781-972-5452
Email: jgerardi@healthtech.com

Companies L-Z
Ashley Parsons
Manager, Business Development
Cambridge Healthtech Institute
Phone: (+1) 781-972-1340
Email: ashleyparsons@healthtech.com