• Skills Extractor
  • Welcome to Nesta’s Skills Extractor Library
  • Installation
    • AWS CLI
  • TL;DR: Using Nesta’s Skills Extractor library
    • 1. Extract AND map skills
    • 2. Extract skills
    • 3. Map skills
  • App
  • Development
    • Setup
    • Project structure
    • Testing
    • Analysis
    • Contributor guidelines
• Custom Usage
  • Configuration files
    • Predefined configurations
    • Configuration definitions
  • Mapping to your own taxonomy
    • Format your taxonomy
    • Define your own configuration file
• Pipeline summary and metrics
  • Intended Use
  • Out of Scope Uses
  • Metrics
    • Comparison 1 - Top skill groups per occupation comparison to ESCO essential skill groups per occupation
    • Comparison 2 - Degree of overlap between Lightcast’s extracted skills and our Lightcast skills
    • Evaluation 1 - Manual judgement of false positive rate
    • Evaluation 2 - Manual judgement of skills extraction and mapping quality
• Model Cards
  • Model Card: Named Entity Recognition Model
    • Summary
    • Training
    • NER Metrics
    • Multiskill Metrics
    • Caveats and Recommendations
  • Model Card: Skills to Taxonomy Mapping
    • Summary
    • Model Factors
    • Caveats and Recommendations
• Entity Labelling
  • Training dataset
• The ExtractSkills class
  • ExtractSkills
    • ExtractSkills.load()
    • ExtractSkills.extract_skills()
    • ExtractSkills.get_skills()
    • ExtractSkills.map_skills()
    • ExtractSkills.format_skills()
• The MIT License (MIT)