Next Word Prediction Shiny Application

## Introduction

This project presents a next word prediction application built using R and Shiny.

The app predicts the most likely next word based on a user-entered phrase.

## Data Used

The following datasets were used:

- US Blogs
- US News
- US Twitter

These datasets contain millions of English sentences used for language modeling.

## Prediction Algorithm

- Text cleaning and tokenization
- N-gram models (unigram, bigram, trigram)
- Frequency-based probability estimation
- Backoff strategy when higher-order n-grams are unavailable

## Shiny Application

- User enters a phrase
- Application predicts the next word
- Simple and responsive interface
- Designed for real-time prediction