The IAM Handwriting dataset I have used contains 115,320 isolated and labeled images of words by 657 seperate writers. IAM words dataset can be downloaded from here. There's also a labelled dataset ...

Or a few million. More than 200 years worth of U.S. documents need transcribing (or at least classifying) and the vast majority from the Revolutionary War era are handwritten in cursive ...