Sentiment Analysis Using GRU

Table Of Contents

Introduction

Member Of Team

Role & Position Member Of Team

Dataset

Installation Steps

Documentation

Research Method

Introduction

This study aims to compare the performance of the BiGRU model with Att-BiGRU in analyzing sentiment on movie review data. This study not only provides insight into the advantages of the Attention mechanism in improving model performance, but also contributes to the development of more effective sentiment analysis methods for data with complex characteristics such as movie reviews.

Member Of Team

Kevin Simorangkir 121140150	Husni Na'fa Mubarok 121140037	Dwi Sulistiani 121450079	Ramadhita Atifa 121450131	Mayada 121450145

ID & Position Member Of Team

The following members are involved in carrying out the major deep learning research task which consists of 5 members, namely:

Name	ID Student	Class	Major	Position
Kevin Simorangkir	121140150	RA	Informatics Engineering	Chairman
Husni Na'fa Mubarok	121450078	RA	Sains Data	Member
Dwi Sulistiani	121450079	RB	Sains Data	Member
Ramadhita Atifa Hendri	121450131	RC	Sains Data	Member
Mayada	121450145	RC	Sains Data	Member

Dataset

The dataset used in the research on Sentiment Analysis Using GRU is a Film Review consisting of 5000 data that has been obtained. The dataset can be downloaded via the link below:

https://bit.ly/Dataset-ReviewFilm

Installation Steps

Preparation of Needs

Some of the preparations needed to carry out this research project are as follows:

Install python software/code first

https://www.python.org/downloads/

After installing, first check whether Python has been installed properly using the following command:

python --version

Once the python version appears, please open a text editor that supports it such as Visual Studio Code and the web-based Google Collab. Here are the links to use both (please download and install):

[Software VISUAL STUDIO CODE](https://code.visualstudio.com/)

[Software GOOGLE COLLAB](https://colab.research.google.com/)

Program Running Stage

Open a terminal / something like GitBash etc. Please clone this Repository by following the following command and copy it in your terminal:

https://github.com/kevinsimorangkir21/Sentiment-Analysis-Using-GRU.git

Please change the directory to point to the clone folder with the following command:

cd Sentiment-Analysis-Using-GRU

Next step, open the text editor that you have that supports python language. Please direct your cursor to the Analysis GRU.ipynb file.

Please click Run All (On Visual Studio Code) and Runtime -> Run All (On Google Collab) . Then the program will run successfully.

Research Method

The following is a research method in analyzing sentiment using GRU on the Film Review Dataset:

Documentation

The following is documentation of a series of studies for this major Deep Learning assignment for Group 06, namely as follows: