PumasAI

PAGE 2025 is just around the corner, and we recommend starting your experience with this exclusive pre-conference workshop! In 3 months, the global pharmacometrics community will gather in Thessaloniki, Greece for what looks to be an incredible event.?? ? On June 1-2, Niklas Korsbo, PhD and Patrick Kofod Mogensen, PhD will teach the “Scientific Modeling Augmented by Machine Learning with DeepPumas” workshop, where you’ll gain:? ? ?? A deeper understanding of how ML enhances pharmacometric modeling? ?? Hands-on training to optimize your workflows? ?? Expert-led discussions on applying ML-driven insights to real-world drug development? ? This workshop is designed for pharmacometricians, modelers, and data scientists who want to stay ahead of the curve. Secure your spot early: https://lnkd.in/gyuZQSs6? ? Who else is planning their trip to PAGE 2025? Leave a ?? in the comments if we’ll see you in Greece!? ? #PAGE2025 #Pharmacometrics #MachineLearning #SciML #DeepLearning #ModelingAndSimulation #DrugDevelopment

Missed our first DeepPumas webinar? Watch the recording to explore how DeepPumas enables AI-embedded nonlinear mixed-effect models, creating a hybrid modeling approach that enhances predictive power while maintaining interpretability.? ? This webinar covers the following:? ? ? The fundamentals of deep nonlinear mixed-effect models? ? How neural networks can capture individual dynamics? ? Real-world applications of hybrid modeling in handling complex data? ? Watch the full recording here: https://lnkd.in/g6grdJUe?? ? This is a must-watch for anyone working in pharmacometrics, AI-driven modeling, or data science!? ? #DeepPumas #MachineLearning #Pharmacometrics #AI #HybridModeling #SciML #DataScience?

Want to dive deeper into machine learning, nonlinear mixed-effect models, and cutting-edge pharmacometrics? Our YouTube channel is your go-to resource for expert insights, hands-on tutorials, and the latest innovations in hybrid modeling.? ? Subscribe now and never miss an update: https://lnkd.in/gA3Jv2Xt?? ? Once you’re there, you will find:? ? ? Webinars and tutorials on AI-embedded modeling? ? Deep dives into DeepPumas and hybrid modeling? ? Industry insights from leading experts? ? Let us know in the comments what topics you'd love to see us cover next!? ? #Pharmacometrics #PKPD #DeepPumas #AI #Modeling #Innovation #MachineLearning #SciML?

In just a few days, Vijay Ivaturi, PhD will be instructing attendees at Mahidol University in?Bangkok, Thailand on how to optimize their pharmacometric modeling workflows!? ? Hosted with Mahidol Oxford Tropical Medicine Research Unit MORU, Thailand, you'll gain:? ? ? Expert-led training on cutting-edge modeling techniques.? ? Practical case studies to enhance real-world applications.? ? Explore specialized areas like absorption models, using non-Gaussian random effects and data models, and time-to-event analysis.? ? A sneak peek into integrating machine learning with pharmacometrics.? ? Email us at [email protected] if you would like to bring this workshop to your university!?? ? #Pharmacometrics #Pharmacokinetics #PKPD #ClinicalResearch #DrugDevelopment #Modeling #PumasPride?

Are you going to PAGE - Population Approach Group Europe 2025 this year? Secure your spot early for our hands-on DeepPumas workshop!? ? Join us in Greece for an immersive Scientific Modeling Augmented by Machine Learning with DeepPumas workshop. This session will explore how machine learning can enhance pharmacometric modeling, helping you unlock deeper insights, optimize workflows, and accelerate drug development.? ? Early registration is now open! https://lnkd.in/gyuZQSs6? ? Need more reasons to join? Here are the 7 key learning objectives from the session taught by Niklas Korsbo, PhD and Patrick Kofod Mogensen, PhD:? ? ?? Learn basic usage of the Pumas and DeepPumas software.? ?? Understand simple neural networks and how to use them.? ?? Understand neural-embedded dynamical systems such as Neural Ordinary Differential Equations and Universal Differential Equations.? ?? Understand random effects, their connection to latent spaces of generative AI, and how they can be leveraged to create powerfully individualizable models for longitudinal data.? ?? Learn how to integrate machine learning for prognostic factor identification in longitudinal models.? ?? Understand how to compose all the above to enable a semi-mechanistic scientific machine learning approach to finding individualizable and predictive longitudinal models.? ?? Get a sense of how this technology may transform the role of data and modeling in the healthcare space.? ? #PAGE2025 #Pharmacometrics #MachineLearning #DeepLearning #DrugDevelopment #DeepPumas #AIinPharma #ClinicalResearch #DiffEq #GenAI??

Join us for a free webinar on Machine Learning for Exploratory Data Analysis and Model Diagnosis in Oncology, where we will showcase an application of machine learning in clustering longitudinal data from a published oncology study?to make your exploratory data analysis (EDA) and model diagnostics faster, smarter, and more insightful. You'll learn how to: ?? More easily visualize the various patterns in the data. ?? Automatically identify sub-populations in the response (e.g. responders and non-responders). ?? Identify potential outliers. Lucas Pereira will be our instructor and is hosting the session at two convenient times for global audiences on March 26, 2025. Register now and share this post with a friend:?https://lnkd.in/gkw8Vzbp #Oncology #MachineLearning #Pharmacometrics #DeepPumas #SciML #DataScience #ClinicalData

When working with neutropenia modeling, the Friberg model is a gold standard, but applying it effectively requires real data and advanced computational tools. That’s where DeepPumas comes in!? ? In this tutorial, we explore how to:? ?? Implement the Friberg model using real-world clinical data.? ?? Leverage deep learning to improve pharmacometric modeling.? ?? Optimize predictions for better drug development insights.? ? How do we bridge the gap between theoretical models and real-world data? Read the full tutorial to find out: https://lnkd.in/gsSwNxM2? ? #Pharmacometrics #NeutropeniaModeling #DeepLearning #ClinicalResearch #AIinPharma #ClinicalData #DeepPumas?

Are you going to PAGE - Population Approach Group Europe and are you interested in using Pumas and Julialanguage for your modeling and simulation tasks? Join Vijay Ivaturi, Patrick Kofod Mogensen, and me for this one-day pre-conference workshop.

Next month, Mélanie Wilbaux, PhD and Lorenzo Contento, PhD will be ON-SITE at the University of Navarra in Spain to present a 3-day workshop on Nonlinear Mixed Effects Modeling Workflows Using Pumas!?? ? Are you ready to master NLME? If so, this is designed to help pharmacometricians and clinical researchers like you streamline modeling workflows, improve efficiency, and enhance decision-making in drug development.?? ? Whether you're new to Pumas or looking to refine your skills, this session will provide learning on:? ?? Basic workflows to advanced topics such as population PK, bioequivalence, and sequential PKPD modeling.? ?? Various stages of model building, diagnostics, and data wrangling.? ?? Specialized areas like absorption models,?etc.? ? Learn about more upcoming events at https://pumas.ai/events. ? #Pharmacometrics #Pharmacokinetics #PKPD #ClinicalResearch #DrugDevelopment #Modeling #PumasAI #AIinPharma #HandsOnWorkshop?

How can AI enhance epidemiology research? Read our latest tutorial from Dr. Niklas Korsbo to find out.?? ? This tutorial dives into practical applications—using deep learning to analyze population health trends, predict disease outbreaks, and optimize interventions. It highlights the following:?? ? ?? A step-by-step guide on applying deep learning to epidemiological data.? ?? Real-world case studies demonstrating predictive modeling in action.? ?? Practical insights on improving disease surveillance and public health strategies.? ? If you're looking to bridge the gap between machine learning and epidemiology, this tutorial is for you! Read it here: https://lnkd.in/gUBx-MS7? ? #SciML #MachineLearning #Epidemiology #AIinHealthcare #DeepPumas?