bizrockman / paperEmbeds

Ongoing project aggregating, searching, and visualizing ML conference papers through semantic embeddings

Home Page:https://mlpapers.streamlit.app/

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

ML Conference Paper Explorer πŸ“„πŸ”

Welcome to the ML Conference Paper Explorer! This project is all about making it easy to access and explore papers from major machine learning conferences. We scrape the abstracts, turn them into embeddings, and display them in a user-friendly interface where you can search and explore to your heart's content.

Features 🌟

  • Scrape abstracts from major ML conference websites.
  • Convert abstracts into embeddings for advanced analysis.
  • Friendly and interactive UI for exploring and searching papers.

How to Use πŸ› 

  1. Clone the repository to your local machine.
  2. Set up a virtual environment and install the required dependencies.
  3. Run the Streamlit app and enter the URL of the desired ML conference.
  4. Explore the papers' abstracts through our easy-to-navigate interface.

To-Do πŸ“

  • Implement embedding generation for the scraped abstracts.
  • Integrate embeddings into the frontend for enhanced search capabilities.
  • Expand the scraping capabilities to more ML conference websites.
  • Add more interactive elements to the UI for a richer user experience.
  • Optimize performance for handling large datasets.
  • implement a data layer for storing and retrieving the scraped data.
  • separate scraping from web app.

Contributing 🀝

Feel free to fork this repository and submit pull requests. Any contributions to improve the project or add new features are more than welcome!

License πŸ“œ

This project is open-source and available under the MIT License.

Happy coding! 😊

About

Ongoing project aggregating, searching, and visualizing ML conference papers through semantic embeddings

https://mlpapers.streamlit.app/


Languages

Language:Python 100.0%