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our final discussion in basic text processing is segmenting out sentences from running text so how are we going to sent in segments out sentences things that end in exclamation points or question marks thats really great because those are relatively unambiguous cues that weve gotten to the end of a sentence periods unfortunately are quite ambiguous if you think about it a period can be a sentence boundary but periods are also used for abbreviations like ink or doctor theyre used for numbers like 0.02 or 4.3 so we cant assume that a period is the end of a sentence so what we need to do to solve the period problem is build ourselves a classifier were going to build a binary classifier looks at a period and simply makes a binary yes no decision am I at the end of a sentence am I not at the end of a sentence and to make this classifier we could use handwritten rules we could use regular expressions we could build machine learning classifiers the simplest kind of classifier for this i