April 2024
Intermediate to advanced
264 pages
6h 10m
English
Content preview from Machine Learning Q and AI
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23DATA DISTRIBUTION SHIFTS
What are the main types of data distribution shifts we may encounter after model deployment?
Data distribution shifts are one of the most common problems when putting machine learning and AI models into production. In short, they refer to the differences between the distribution of data on which a model was trained and the distribution of data it encounters in the real world. Often, these changes can lead to significant drops in model performance because the model’s predictions are no longer accurate.
There are several types of distribution shifts, some of which are more problematic than others. The most common are covariate ...
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