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This video focuses on fine-tuning the MobileNet model on a custom image dataset without classes similar to ImageNet. The previous video already showcased the model's performance on classifying cat and dog images. Now, the tutorial will demonstrate how to fine-tune MobileNet on a new dataset of sign language digits. This dataset contains ten classes represented by images of hands showing the sign for each digit. Let's see how to adapt the model for this unique dataset.