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Last active April 6, 2018 20:29
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Resume clustering
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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
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