---
language: en
license: mit
tags:
- nlp
- sentiment-analysis
- bilstm
- attention-mechanism
metrics:
- accuracy
---

# BiLSTM Sentiment Analysis with Attention

This model was developed as part of my M.Tech research at NIT Kurukshetra. It uses a Bidirectional LSTM architecture with a custom Attention mechanism to classify sentiment in text (IMDB dataset).

## Model Performance
- **Accuracy:** 89.40%
- **Architecture:** BiLSTM + Attention Layer + Dense Output
- **Framework:** PyTorch

## How to use
```python
# I will provide the loading code once you define your class structure!