Data & Algorithm - Small English text sample used for training

• Text cleaned: lowercase, removed punctuation/spaces

• Build word pairs (bigrams)

• For user input:

  • Take last word
  • Find most common next word in training data
  • If no match → return fallback word

The Shiny App

• User interface:
  • Text input (phrase without last word)
  • Predict Next Word button
• Server logic:
  • Calls predict_next_word() from model.R
• Hosted online for public access

App Link:
https://sanjanagowda.shinyapps.io/NextWordApp/

How to Use

1. Open the app in your browser
2. Enter a phrase (e.g., "i love")
3. Click Predict Next Word
4. View model output instantly

Example input / output: i love → "data"

Evaluation & Future Work

Evaluation - App loads properly ✔️

• Predicts one word for all valid inputs ✔️
• Tested using 5 tweet/news style phrases ✔️
• Simple and fast ✔️

Future Enhancements

• Larger corpus for better accuracy
• Add trigrams & backoff model
• Neural network based language model

Thank you!