https://github.com/nicoaudy/sentiment-analysis

Indonesia AI; Project I
https://github.com/nicoaudy/sentiment-analysis

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Indonesia AI; Project I

• Host: GitHub
• URL: https://github.com/nicoaudy/sentiment-analysis
• Owner: nicoaudy
• Created: 2025-06-03T06:25:17.000Z (4 months ago)
• Default Branch: main
• Last Pushed: 2025-06-03T06:30:55.000Z (4 months ago)
• Last Synced: 2025-06-21T04:14:32.133Z (4 months ago)
• Language: Jupyter Notebook
• Size: 830 KB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Sentiment Analysis

![Sentiment Analysis](https://img.shields.io/badge/Sentiment-Analysis-blue)

![Python](https://img.shields.io/badge/Python-3.8%2B-green)

![Jupyter](https://img.shields.io/badge/Jupyter-Notebook-orange)

This project compares traditional machine learning and deep learning approaches for Indonesian political tweet sentiment classification.

## Table of Contents

- [Project Overview](#project-overview)

- [Installation](#installation)

## Project Overview

This project implements a complete pipeline for:

1. Data loading and exploration

2. Indonesian text preprocessing

3. Feature engineering

4. Traditional ML model training (Naive Bayes, SVM, Random Forest, Logistic Regression)

5. Deep Learning model training (LSTM, CNN, CNN-LSTM)

6. Comprehensive model comparison

7. Results analysis and visualization

## Installation

1. Clone this repository:

   ```bash

   git clone https://github.com/nicoaudy/sentiment-analysis.git

   cd sentiment-analysis

   ```

2. Install dependency

   ```bash

   uv pip install pip ipykernel

   ```