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Using this TF tutorial, Classify structured data with feature columns, I was interested in this Embedding columns feature.

breed1_embedding = feature_column.embedding_column(breed1, dimension=8)

In this case, the Breed1 column which has 166 unique values can be collapsed into 8 dimensions. Here, the Breed1 column doesnt have a numeric value attached to it. However, say we have hypthothetical example like below with column Breed1_value added in. How can we still use this embedding columns technique ?

enter image description here

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