Pumas Tutorials

Important

This is a Pumas 2.7 prerelease version of the tutorials page. If you are running Pumas 2.6, please navigate to the Pumas 2.6 version of the tutorials page.

Learning Paths

Getting Started with the Learning Paths

  • The Learning Paths are designed to help you navigate through the Pumas ecosystem. Each path consists of a series of modules that cover different aspects of using Pumas, from the fundamentals of Julia programming to advanced modeling techniques.
  • The paths are structured to provide a comprehensive learning experience, allowing you to build your knowledge progressively. You can choose to follow a specific path or explore individual modules based on your interests and needs.
  • The paths are designed to be flexible, allowing you to learn at your own pace and focus on the areas that are most relevant to you. Whether you are a beginner or an experienced user, the Learning Paths will help you gain the skills and knowledge needed to effectively use Pumas for your modeling and simulation needs.

How to Use the Learning Paths

Path 1: Julia Fundamentals for Pumas

Module 1: Introduction to Julia

Module 2: Data Wrangling and Visualization in Julia

Path 2: Pumas Fundamentals of Data and Model Structure

Module 3: Introduction to Pumas

Module 4: Population PK and PK/PD Modeling with Pumas

Path 3: Pumas Fundamentals of Model Development

Module 5: Structural Model Definitions

Module 6: Absorption Models

Module 7: Random Effect Models

Module 8: Error Models

Module 9: Covariate Model Definitions

Path 4: Pumas Fundamentals of Model Simulation

Module 10: Simulations in Pumas

Module 11: Visual Predictive Checks

Path 5: Pumas Workflows

Module 12: Covariate Modeling

Module 13: Censored Data Modeling

Path 6: Reporting in Pumas

Module 14: Reporting

Path 7: Bioequivalence in Pumas

Module 15: Bioequivalence Overview

Module 16: A Course on Bioequivalence

Tutorials Catalog

Julia

Fundamentals

Data Wrangling

Plotting

Pumas

Introduction

Advanced Topics

From NONMEM to Pumas

Introduction Tutorials to PKPD modeling in Pumas

Simulations

Discrete Response Models

Covariate Selection Methods

Forests Plots

Bayesian Models

Plot Customization

Reporting

Optimal Design

PK Modeling

Introduction to PK Modeling

Oral Absorption & Bioavailability

Multi-Compartment & Complex Dosing

Nonlinear & Special Kinetics

Physiological & Drug-Specific Models

Population & Clinical PK

DeepPumas

AI for Drug Development

Previous Versions of Pumas