Testing a Data-Mismatch Hypothesis on a Shared Subset

A wildlife classifier has 8,000 camera-trap photos from reserve staff and 160,000 unrelated web photos. How should the reserve photos be used?

Combining In-Domain and Auxiliary Examples During Training

Adding target-distribution examples to training means the training set now includes data from the _____ distribution.

Match the training-set components with their distribution role in a model built for a specific target domain.

Order the steps for allocating product-review data between target and auxiliary sources.

Why can it help to include some target-distribution audio in both the training set and the training-dev set?

True or False: It can still be worthwhile to train on a dataset that comes from a different distribution than the dev/test set.

Strong results on source examples but weak results on deployment examples validate the hypothesis that more _____ data would help.

Match each training choice for a voice-command system to its likely effect.

Order the steps for training a defect classifier with mixed data sources.

Why Include a Small Amount of Target-Distribution Data in Training?

Using Target-Distribution Samples to Guide Training Decisions

Checking Whether More Same-Distribution Data Would Help