AI/ML-based Methods for Optimizing Pharmaceutical Research Processes
Thursday, 29 October 2026 9 .00 - 17.15 h
Course No. 22217
Highlights
- How to use Machine Learning (ML) for Molecular Discovery
- Innovative Methods to decode Pathways
- Risk-Based Validation of Computer-Aided and AI-Based Systems
Target Group
This education course is designed for employees in the pharmaceutical industry who want to use AI/ML applications in research and development processes.
Objectives
Artificial Intelligence (AI)-driven systems have emerged as an effective approach to enhance candidate selection and optimize drug-target interactions. Using machine learning (ML) and generative AI can speed up target identification, molecule design, and clinical trial optimization. Thus, AI-driven drug discovery is revolutionizing pharmaceutical development processes by cutting timelines and reducing costs.
Despite the promise, challenges remain, e.g., regarding data quality, model interpretability, and the need for high-quality, standardized datasets to ensure the accuracy of AI models.
Therefore, some of the frequently asked questions are:
From Data to Drugs: How important are data—data quality, data availability, and models?
What are the possibilities and limitations?
How can these Systems be validated?
What is the current status of development?
This Education Course will discuss the current challenges and opportunities. In addition, case studies will show possible areas of AI application in pharmaceutical industry.
Programme
Machine Learning for Molecular Discovery and Optimization (Early-Stage)
Machine learning for molecular property prediction
Generative models for inverse molecular design
AI-driven optimization and self-driving labs
AI/ML in API Formulation Development Predictive Formulation: The Role of AI in Formulation Development
Digital Transformation: Paving the Way for Data-Driven Development & Production
The Importance of High-Quality Data for Informed Decisions & Robust Models
Introduction about Regulatory and Pharmacopoeia compliance
Problem statement: Why to use AI to support the Pharmacopoeia compliance
Implementation of the solution
Metrics: before/after
Q&A Session 1
Risk-Based Validation of Computer-Aided and AI-Based Systems
Project insights: Combining established and innovative methods to decode pathways
Data first: How rigorous data preparation lays the foundation for meaningful analysis
Choosing the right tools: Combining established methods, AI and xAI to understand pathways and mechanisms of protective drugs (incl. brief introduction into the methods)
From insight to impact: Using interpretable results to reveal true modes of action and guide drug discovery
Global AI solutions for Pharmaceutical Microbiology
Automated trending reports as an alternative to manual Excel spreadsheet trending
Generative AI prompt development for large data set trending and assessment
Concept of predictive/continuous monitoring AI tool to support Aseptic manufacturing
Q&A Session 2
Further Information
Technical Requirements
Our live online training courses and webinars are conducted using Webex. At www.gmp-compliance.org/training/online-training-technical-information you will find all necessary information for participation, including a system check to verify whether your IT environment meets the technical requirements. If the installation of browser extensions is restricted due to internal IT policies, please contact your IT department. Webex is widely used, and installation is straightforward.
Fees (per delegate, plus VAT) ECA Members 1.290 EUR APIC Members 1.340 EUR Non-ECA Members 1.390 EUR EU GMP Inspectorates 695 EUR The conference fee is payable in advance upon receipt of invoice.
Presentations/Certificate The presentations will be made available to you prior to the Live Online Training as PDF files. After the event, you will automatically receive your certificate of participation.
Conference language The official conference language will be English.
You cannot attend the Live Event? Many of the training courses and conferences are also available as recordings. You may watch these any time “on demand” on our web server. It is uncomplicated and doesn’t require any software – you simply watch the videos in your browser. All available recorded events can be found at www.gmp-compliance.org/recordings.
Testimonials
