Deep learning systems start out with the capacity to learn, and then are trained to recognize patterns by being shown many examples. That's why Writer uses techniques from artificial intelligence, such as deep learning.There are too many ways for the English language to work, so a mostly valid rule could break in some contexts. Even with an army of linguists, you just couldn’t cover all the possible English grammatical errors.
There are relatively few always-true, easy rules that can be programmed. However, the vast majority of errors we would want to catch are contextual.
This works well when the problem isn't contextual, ie, a rule that says, anytime someone types teh they actually meant the. Most grammar checkers use rules to identify English writing errors and suggest corrections.
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