AutoComplete

This project includes a sentence autocomplete feature powered by an N-gram model. Follow the steps below to run the model and see it in action.

How to Run

1. Prepare your Data:

   • Make sure you have your text data ready (e.g., en_US.twitter.txt).
   • Run the preprocessing steps if required.

2. Run the N-gram Autocomplete Script:

   • Execute the N-gram.py script to start the interactive sentence autocomplete feature.

   python N-gram.py

3. User Interaction:

   • When prompted, enter a sequence of words to get the next word suggestion.
   • Optionally, specify a starting letter or sequence for the next word.
   • The program will complete your sentence based on the highest probability suggestion.

Example Interaction

Enter a sequence of words: I love
Optional: Enter a starting letter or sequence for the suggested word (or press Enter to skip): y

Completed Sentence:
I love you

Customization

• Adjust N-gram Size: You can modify the N-gram size by adjusting the relevant parameters in the code.
• Change Smoothing: Tweak the smoothing parameter k to experiment with different probability estimates.