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PINN for Radiotherapy Dose Prediction

12 Modules · 76 Lessons

Recommended resources

Module 2

Linear Algebra and Optimization for Deep Learning

Module 3

Introduction to PyTorch

Module 4

Building Neural Networks in PyTorch

Module 5

Training Neural Networks

Module 6

Differential Equations for Radiation Physics

Module 7

Foundations of Physics-Informed Neural Networks

Module 8

Advanced PINN Training and Optimization

Module 9

Mathematical Formulation of Radiation Dose Transport

Module 10

Data Preparation for Dose Prediction

Module 11

Building the Dose Prediction PINN

Module 12

Training and Evaluating the Dose Prediction PINN