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2 changes: 1 addition & 1 deletion docs/mllib-linear-methods.md
Original file line number Diff line number Diff line change
Expand Up @@ -377,7 +377,7 @@ references.
Here is an
[detailed mathematical derivation](http://www.slideshare.net/dbtsai/2014-0620-mlor-36132297).

For multiclass classification problems, the algorithm will outputs a multinomial logistic regression
For multiclass classification problems, the algorithm will output a multinomial logistic regression
model, which contains $K - 1$ binary logistic regression models regressed against the first class.
Given a new data points, $K - 1$ models will be run, and the class with largest probability will be
chosen as the predicted class.
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