Loading a pre-trained model
You are building an application to label images from the social media. This task requires high accuracy and speed. You are going to use a pre-trained ResNet18 model to infer image classes.
This exercise is part of the course
Deep Learning for Images with PyTorch
Exercise instructions
- Import
resnet18
andResNet18_Weights
fromtorchvision.models
. - Instantiate the
model
usingresnet18()
, setting the weights parameter toweights
. - Set
model
to the evaluation mode. - Initialize the input transforms and assign them to
transform
.
Hands-on interactive exercise
Have a go at this exercise by completing this sample code.
# Import resnet18 model
from torchvision.models import ____
# Initialize model with default weights
weights = ResNet18_Weights.DEFAULT
model = ____
# Set model to evaluation mode
model.____
# Initialize the transforms
transform = ____