Feature hashing (HashingTF) is useful for high-cardinality text/categories because:

Short Explanation and Infographic

HashingTF = fixed-width bag-of-tokens with collision tradeoffs.

Full explanation below image

Full Explanation

Collisions are the cost of fixed dimension without a stored vocabulary.

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