---
license: mit
language:
- en
metrics:
- accuracy
pipeline_tag: text-classification
tags:
  - sentiment-analysis
  - keras
  - lstm
  - attention
  - scratch-model
---
# Sentiment Analysis from Scratch (LSTM + Attention)

This is a sentiment analysis model built entirely from scratch using a bidirectional LSTM architecture with an attention mechanism. The tokenizer is also trained from scratch on the dataset of 1.6 million tweets.

## Dataset Link

https://www.kaggle.com/datasets/mdraselsarker/sentiment140-dataset-with-1-6-million-tweets

## Kaggle Notebook Link

https://www.kaggle.com/code/mastershomya/sentiment-analysis-deep-bilstm