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natural language processing
text-autocomplete
A next-word prediction interface built around an N-gram language model trained on WikiText-103.
pythonn-gramwikitext-103
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language model
overview
A next-word prediction application that suggests the next word as you type. powered by N-gram language models trained on WikiText-103.
challenge
The goal was to learn how autocomplete system works.
approach
I trained an N-gram pipeline, tuned the prediction flow for practical suggestions, and wrapped it in a lightweight interface that reacts as the user types.
outcome
The result is a fast predictive typing demo that makes the underlying model legible, interactive, and easy to evaluate.
stack
python, n-gram language models, wikitext-103 dataset
highlights
trained on WikiText-103
real-time next-word suggestions
lightweight interface for instant feedback