Implications of Kitten Uploads
Question: What is the consequence if your initial cat app dev/test set had mainly pictures of adult cats, but users later upload many kitten images?
Sample answer: The consequence is that the dev/test set distribution is not representative of the actual distribution you need the system to do well on.
Key points:
- Dev/test set is not representative
- Actual distribution mismatch
Rubric: Must state that the dev/test set is unrepresentative of the actual distribution.
0
1
Tags
Machine Learning
Deep Learning
Machine Learning Strategy
Supervised Learning
Dive into Deep Learning @ D2L
Data Science
Machine Learning Yearning @ DeepLearning.AI
Related
Identifying Distribution Mismatch in Cat Apps
Dev/Test Set vs User Uploads
Unrepresentative Dev/Test Set After _____ Uploads
Real-World Distribution Mismatch Elements
Discovering a Distribution Mismatch
Addressing Distribution Mismatches in Cat Apps
The Unexpected Kitten Influx
Implications of Kitten Uploads
Evaluating Actual vs Dev/Test Distributions
Impact of Unexpected User Uploads