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emoji-prediction's Introduction

Emoji Prediction using LSTM and GloVe Embeddings

This project aims to predict the emoji associated with a given sentence using LSTM (Long Short-Term Memory) neural networks and pre-trained GloVe (Global Vectors for Word Representation) word embeddings.

Project Overview

The model is trained on a dataset containing sentences with associated emojis. The sentences are tokenized and converted into word embeddings using pre-trained GloVe word vectors. The LSTM model is then trained on the input sentences to predict the associated emoji. The model is evaluated on a test dataset to measure its performance.

Usage

To use this repository:

  1. Clone the repository

git clone https://github.com/nhan-ngo-usf/emoji-prediction.git

  1. Install the required packages:

pip install -r requirements.txt or pip3 install -r requirements.txt

  1. Download the pre-trained GloVe word embeddings from the following link:

https://www.kaggle.com/watts2/glove6b50dtxt

  1. Run the model on your dataset or utilize the provided scripts for training and testing the model:

Results

Accuracy Loss

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