Diagnose why adding internet cat images could help a mobile app's cat classifier.
Case context: A team building a mobile app to identify cat photos decides to add 20,000 internet cat images to their training set, in addition to their existing user-uploaded mobile-app images.
Question: Based on the source's explanation, diagnose why this addition of internet images is likely to help the app's classifier perform better on user-uploaded mobile-app images.
Sample answer: The additional internet images give the network more examples of what cats do and do not look like. Since internet images and user-uploaded mobile-app images share some similarities, the network can apply some of the knowledge it acquires from the internet images to the mobile-app images, improving its ability to classify them correctly.
Key points:
- Additional internet images increase the number of cat examples the network sees
- Internet images and mobile-app images share some similarities
- This similarity allows knowledge acquired from internet images to transfer to mobile-app images
Rubric: Full credit for identifying that more examples improve the network's understanding of cats and that shared similarities between the two image sources allow transfer of that knowledge to mobile-app images.
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Machine Learning
Deep Learning
Supervised Learning
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Related
Why can a neural network apply knowledge from internet cat images to mobile-app images?
True or False: Additional internet images give the network more examples of what cats do or do not look like.
Internet images and user-uploaded mobile app images share some _____.
Match each image source to its role in helping the neural network recognize cats.
Order the reasoning steps explaining why additional internet images help mobile-app cat classification.
Explain why shared similarities between two image sources make additional training data useful.
Diagnose why adding internet cat images could help a mobile app's cat classifier.
In one to three sentences, why do shared similarities between image sources make additional training data useful?
What effect does adding 20,000 additional internet images have on the neural network, per the source?
True or False: A neural network can apply knowledge acquired from internet images to mobile app images.