After six hours of waiting for my NLP classifier to train, it never finished; I cut the sample size way down, ran it again, and finished in a few minutes. In the future, I'll start with a smaller sample size and add more samples as needed

It must have been very annoying when you found out it never finished the task after 6 hours. I know i would be

I had to reset mentally. Fortunately, it was a cheap test and a good learning experience.

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I can imagine. Atleast it was cheap and you learned something from it i guess