Image Classification and CNN
Building a CNN Classifier with PyTorch: Part 1
Building a CNN Classifier with PyTorch: Part 2
Introduction to DDP with PyTorch
Single Node Multi-GPU Training with torchrun
Multi-node Distributed Training with PyTorch
Lab Setup

Train and Model Evaluation Functions

Finally, we need to define standard pytorch train and evaluation functions. The function train iterates over multiple epochs and all batches of data in each epoch. Model parameters are updated for each batch with the given loss function and optimizer. The model accuracy and loss is computing with testing data at every epoch.

Back
 
Next
© Chishiki-AI  |   Cornell University    |   Center for Advanced Computing    |   Copyright Statement    |   Access Statement
CVW material development is supported by NSF OAC awards 1854828, 2321040, 2323116 (UT Austin) and 2005506 (Indiana University)