Text_Classification_Tweets

Sentiment Analysis and Text Classification NLP task with Fasttext and Neural Network

Table of Contents

• Project Aim
• Dataset
• Libraries
• Models Selection

1. Project Aim

This project is the tweet classification task to distinguish 3 categories of tweets:

1. racist
2. sexist
3. neither

2. Dataset

The dataset was a set of over 11K tweets

3. Libraries

• numpy
• pandas
• nltk
• re
• plotly
• matplotlib
• sklearn
• json
• tqdm
• string
• pprint
• keras
• tensorflow

4. Models

There two main architectures used in the project

1. FastText Word Embeddings with SVM
2. Deep Learning Model with FastText Word Embeddings