Intellegens will attend the TMS Specialty Congress in Anaheim, CA in June.
Visit our booth in the event exhibition to discuss how machine learning can help materials R&D organisations to accelerate innovation – finding new material and process solutions while reducing experimental effort.
We are also presenting in one of the co-located congresses: the 3rd World Congress on Artificial Intelligence in Materials & Manufacturing (AIM 2025). Presentation details below.
If you’re attending the conference, why not contact us to arrange a meeting?
Presentation details
Conference 3rd World Congress on Artificial Intelligence in Materials & Manufacturing (AIM 2025)
Session: Applied ML for Manufacturing IV
Title: Strength in Uncertainty: Federated Learning for Accelerated Innovation
Presenter: Gareth Conduit – CSO, Intellegens
Authors: Joel Strickland, Bogdan Nenchev – Intellegens.
Abstract:
This work presents a federated learning framework that enables B2B collaboration by aligning machine learning models trained on diverse datasets without the need to merge sensitive data. Using a shared calibration set, the framework standardizes uncertainties across models predicting critical material properties, such as strength, toughness, and hardness. It selects the prediction with the highest confidence for each output, allowing businesses to leverage the strengths of all models simultaneously, even when models have differing inputs and outputs. This approach accelerates innovation by enabling faster, more accurate predictions while eliminating the need for data centralization, reducing costs, and shortening time-to-market. Effective uncertainty management minimizes risks and improves decision-making, crucial in industries where safety and performance are paramount. With robust privacy protections, companies across sectors like automotive, aerospace, and manufacturing can confidently adopt decentralized models, optimize processes, gain a competitive edge, and drive innovation without compromising data security.
Date/time: Tuesday 17 June / 13:30
Location: Elite Ballroom 1 & 2, Anaheim Marriott
