Cambridge Healthtech Institute’s 3rd Annual
ML and Digital Integration in Biotherapeutic Analytics
Best Practices for Implementing and Optimizing Big Data Tools in the Analytical Function
May 12-13, 2025
In 2025, the ML and Digital Integration in Biotherapeutic Analytics conference explores the convergence of digital tools and the analytical function. As the field advances, scientists must adapt to the integration of diverse data sources from discovery, development, and clinical stages. This conference addresses key challenges, including the development of hybrid scientists and the creation of tailored training data. It will also cover the validation of predictive models and the application of digital tools within GMP environments. New software tools for data analysis, visualization, and AI/ML applications will be discussed, alongside innovative-use cases for expanded data access and its impact on regulatory processes and quality control.
Coverage will include, but is not limited to:
Digital Integration Challenges
- Creating and using training data for targeted applications
- Developing the hybrid scientist; the evolving role of the department SME
- Generating in vivo data
Experimental Validation
- Challenges of applying digital tools in GMP environments
- Design of Experiments (DOE) and its impact on training data generation and modeling
- Wet lab validation of predictive models
New Software Tools
- Desktop applications: “chat” tools for report-writing, new ELN platforms, data dashboards
- Handling and analyzing large datasets
- Visualization software
Use Cases of AI/ML for Specific Methods and Instruments
- Assay-specific AI/ML applications
- Developability models using AI/ML
- Digital twins
Use Cases of Expanded Data Access
- Historical data; prior knowledge in regulatory filings
- Multi-site, multi-unit data
- Process analytics and quality control
The deadline for priority consideration is October 11, 2024.
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: