January 9th, 2025

Overview

  • Simple Next Word Prediction App using Shiny
  • Predicts next word based on user input
  • Uses basic NLP techniques

Features

# Key app features
- Text input interface
- Real-time predictions
- Alternative suggestions
- Bootstrap styling

Implementation

predict_next_word <- function(input_text) {
  words <- tolower(input_text) %>%
    str_split("\\s+") %>%
    unlist()
  
  if (length(words) == 0) return("Please enter text")
  
  # Get predictions based on last word
  prediction <- sample(common_words, 3)
  
  list(primary = prediction[1],
       alternatives = prediction[2:3])
}

Future Improvements

  • Enhanced prediction model
  • Larger training dataset
  • User feedback integration
  • Performance optimization