Topic Modeling Trends Demonstration

DESCRIPTION

This project is a demonstration of creating semantic trends embeddings from Word2Vec models. The project is divided into two main sections: healthcare and New York Times (NYT) articles. The healthcare section is further divided into two subsections: nursing and healthcare. The project is structured in a way that the user can easily add new sections and subsections. The project is designed to be scalable and flexible.

QuckStart

1. Clone the repository

   git clone https://github.com/angadsinghsandhu/trends-demo.git

2. Create a virtual environment

   pip install uv
   uv venv

3. Install the requirements

   uv sync

4. Run the application

   uv run python manage.py runserver

5. Access the application locally on your the browser

   http://127.0.0.1:8000/
   or
   http://0.0.0.0:8000/
   

INFO

[TODO]

DJANGO

update the application by making migrations using the following command:

python manage.py makemigrations
python manage.py migrate

DOCKER commands

Rebuild Docker image using the updated Dockerfile and run the container using the following commands:

docker build --no-cache -t trends-demo .
# docker-compose up --build
docker run -p 8000:8000 trends-demo

run docker shell

docker exec -it <container_id> /bin/bash

Important Links

• Paper Pre-Print: ArXiv Link
• MIND Lab Website: CLICK HERE
• Our LinkedIn Profiles:
  • LinkedIn: Angad
  • LinkedIn: Vishesh
  • LinkedIn: Faizan
• Our GitHub Links:
  • GitHub: Angad
  • GitHub: Vishesh
• My Medium Blogs: Medium: Angad
• My Twitter Profiles: Twitter: Angad
• Professor Agrawala's Website: LINK

DIRECTORY STRUCTURE

.
├── .vscode/
├── home/
│   ├── helper/
│   │   ├── trends/
│   │   │   ├── healthcare/
│   │   │   │   ├── data/
│   │   │   │   └── models/
│   │   │   ├── nursing/
│   │   │   │   ├── data/
│   │   │   │   └── models/
│   │   │   ├── nyt/
│   │   │   │   ├── data/
│   │   │   │   └── models/
├── static/
│   ├── assets/
│   │   ├── css/
│   │   ├── js/
│   │   ├── sass/
│   │   │   ├── base/
│   │   │   ├── components/
│   │   │   ├── layout/
│   │   │   └── libs/
│   │   ├── webfonts/
│   ├── csv/
│   ├── images/
├── templates/