Skip to content

Instantly share code, notes, and snippets.

@divyang4481

divyang4481/data-resume-clustering.md

Forked from hughdbrown/data-resume-clustering.md
Created April 6, 2018 20:29
Show Gist options
  • Save divyang4481/6d71abec8274acc44013a4f96ca13b48 to your computer and use it in GitHub Desktop.
Save divyang4481/6d71abec8274acc44013a4f96ca13b48 to your computer and use it in GitHub Desktop.
Download ZIP
Resume clustering
Raw
data-resume-clustering.md

Resume clustering

Description

I have a resume, but does it say what I want it to say? Specifically, do machine learning algorithms cluster my resume with the job title I would like them to?

Data source

  • Linkedin data/resumes for various job titles: developer, devops, data scientist, full stack, etc.

Method

  1. Create a database of resumes: developer, devops, data scientist, full stack, etc.
  2. Train a K-means model
  3. Upload user resume and predict user cluster, distance from centroid, etc.
  4. Display result
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment