What does it mean to "learn a linear transformation"

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I've been reading up on word embeddings and there was one sentence that confused me a bit:

..handled words not seen during training by learning a linear transformation between their RNN word embedding space and a larger word embedding such as word2vec.

I'm familiar with linear transformations but don't understand how we are learning a linear transformation.

Any help would be much appreciated.