Git Product home page Git Product logo

teal_deer's Introduction

Teal Deer

TLDR_LDA_and_Text_Summarization.ipynb is the primary current notebook.

Currently just hacking notebook. The notebook scrapes text from a directory of academic research pdf's, and then does LDA on it for prioritization of reading, and then trains a text summarization model based on the abstracts of the papers--- that way, if you find more, you can use the model to summarize them right away. Dataset for this run included just a handful of papers on chatbots from arxiv, but this notebook has been tested on corpuses of several hundred documents from both arXiv and google scholar in another domain with favorable results. OCR portion relies on: https://github.com/euske/pdfminer/blob/master/tools/pdf2txt.py

In process:
Convert the notebook to a straight .py script to add the text summarization, which aims to generate abstracts or short summaries for large blocks of text (i.e., an abstract for the rest of a paper). So, not only could papers be prioritized, but could be summarized as well.

Planned updates - See project tab as well:

  • Finish out OCR from PDF files part
  • Complete the text summarization portion - Thanks to Siraj Raval for making the video: https://www.youtube.com/watch?v=ogrJaOIuBx4
  • Clean up into python scripts with test suites
  • Experiment with other front-end usecases: i.e., a slackbot is currently underway (notebook to be added later).
  • Add a CI framework into this repo.
  • Cartoon for a fun logo :-)

teal_deer's People

Contributors

scollins83 avatar

Watchers

James Cloos avatar Lesa Wright avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.