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/Prediction Using Pre-trained EfficientNet
Prediction Using Pre-trained EfficientNet
Explore the fundamental concepts of the EfficientNet model architecture.
We'll cover the following...
This lesson will provide a step-by-step guide to building inference scripts using EfficientNet. Moreover, this lesson has multiple interactive playgrounds for you to practice with.
Overview of EfficientNet
EfficientNet is another convolutional neural network architecture that performs well on Imagenet and other image classification tasks. During its initial release in 2019, it was considered a state-of-the-art model.
It’s an efficiency-oriented model that utilizes a scaling method that uniformly scales all dimensions (depth, width, and resolution) using a compound coefficient. Hence, it tends to outperform other architectures without extensive grid search of hyperparameters.
Variant (B0 - B7)
EfficientNet comes with eight different variants, and each one contains ...