Data
Blank
______ occurs when adding additional training examples by transforming existing examples.

Question

Data 
Blank
______ occurs when adding additional training examples by transforming existing examples.

BlackTom AI · Accepted Answer

The question asks about a data technique where adding more training examples is achieved by transforming existing ones. 
Option 1: augmentation. This is the standard term in machine learning for expanding a dataset by applying label-preserving transformations to existing data (e.g., rotations, flips, crops for images). It directly matches the described process. 
Option 2: transfer. Transfer learning involves leveraging knowledge from one domain or task to another, not creating new examples by transforming the same data. It does not fit the description of augmenting data through transformations. 
Option 3: learning. While learning is the general process of gaining knowledge from data, it does not specifically describe the method of increasing dataset size via transformations. 
Option 4: machine. This word by itself does not describe a data augmentation technique and is unrelated to the concept in question. 
In summary, only augmentation corresponds to the practice of generating additional training data by transforming existing samples, whereas the other options refer to different ideas in machine learning.

Data Blank ______ occurs when adding additional training examples by transforming existing examples.单项选择题

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