Echoes app

Table Of Contents

• Description
• Features
• Usecase diagram
• Project details
• Requirements
• Installation
• Citation

Description

Echoes is a new social networking site that addresses mental health issues. By utilizing AI to create age-, personality-, and skill-based communities, we reduce social media's harmful effects by personalizing and supporting users.

Features

• Using chatGPT's API and pretrained NLP models on huggingface such as personalities detection, mental-illness detection, and sentiment analysis.
• Web development using Django and HTML/CSS/Javascript.
• Forming communities based on users' personalities and skills.
• Reducing toxic material and cyberbullying by checking posts and comments.
• Connecting with Mental Health Professionals if needed.

Usecase diagram

Project details

• For installation guide, go to this link: link-to-installation-guide
• For demo video, go to this link: link-to-demo-video
• For AI pretrain models:
  • Personality detection: model 1
  • Sentiment Analysis: model 2
  • Mental Health Classification: model 3

Requirements

• Django, transformers, torch, numpy, scipy, Pillow

Installation

First, clone and set up virtual environment

# clone project   
git clone https://github.com/linhtran6065/poly2023.git
cd poly2023

# set up virtual env   
python3 -m venv echoes

# activate the env
source echoes/bin/activate  # for Unix/Linux
captionize\Scripts\activate  # for Windows

Second, install dependencies.

pip install -r requirements.txt

Next, download the AI models

• Go to the link: https://drive.google.com/file/d/1MtiU-XQxl36Av3kvYmjB1CR4m6vvJ4zH/view?usp=sharing

• Download and move it inside this folder AI_models/

Now run the app

# run django app
python manage.py runserver

If you have problem with chatGPT's API

# go to network/view.py
openai.api_key = "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" # -> change API key to yours (line 19)

Citation

@{title={Echoes app},
  year={2023}
}