Efficient Text Prediction

• Problem: Mobile typing is slow and error-prone
• Solution: My text prediction app suggests the next word as you type
• Benefits:
  • Speeds up typing
  • Reduces typing errors
  • Enhances user experience

Stupid Backoff with 3-gram Model

• Data Processing:
  • Corpus from blogs, news, and Twitter
  • Text cleaning and tokenization
  • N-gram extraction (unigrams, bigrams, trigrams)
• Prediction Algorithm:
  • Stupid Backoff approach for efficiency
  • Checks 3-gram matches first
  • Backs off to 2-grams and 1-grams when necessary
  • Optimized for speed and memory usage

App Features

• Simplicity: Clean, intuitive interface
• Flexibility: Choose between 1-3 prediction options
• Lightweight: Minimal resource consumption

Simple & Intuitive

1. Type a phrase in the input box
2. the predicitons will pop up
3. A word cloud will appear for the mst common words
4. Select the prediction if you want it to be added to the phrase

• Try it now: Text Prediction App

Roadmap

• Short-term Improvements:
  • Personalized predictions based on user history
• Long-term Vision:
  • Context-aware predictions
  • Integration with popular messaging platforms
  • Voice-to-text prediction capabilities