---
tags:
  - roman-urdu
  - word-prediction
  - lstm
  - nlp
  - language-model
language:
  - ur
  - en
library_name: pytorch
---

# Roman Urdu Word Predictor (LSTM)

This is a simple LSTM-based language model trained to predict the **next word** in a sentence written in **Roman Urdu** (Urdu written using the Latin alphabet).

## Model Details

- **Architecture**: 3-layer LSTM  
- **Embedding Dim**: 256  
- **Hidden Dim**: 1024  
- **Dropout**: 0.3  
- **Framework**: PyTorch  
- **Training Data**: Roman Urdu sentences (custom dataset)  
- **Use Case**: Predict the next word as the user types, similar to autocomplete systems.

## **Github**: [Github Link](https://github.com/Maarij-Aqeel/Roman_Urdu_Predictor)