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Philanthrolab
  • Philanthrolab Technical Docs
  • SSN Component Library
  • Datalabs
    • Introduction
    • Architecture
    • Schema Dictionary
    • Project Status/Timeline
  • Social Safety Network
    • Introduction
    • Architecture
    • Schema Dictionary
    • Project Status/Timeline
      • V1
      • V2
  • SSN for Organisations
    • Introduction
    • Features and user stories
    • Architecture
    • Schema Dictionary
    • Project Status/Timeline
  • Developer Resources
    • Frontend Project Guide
    • Coding Guide
    • Creating a Neo4j instance on GCP vm
    • Set up local deploy for staging and production envs
    • Install ElasticSearch on GCP
    • ElasticSearch Query
    • ETL Strategy for Neo4j Database: Scraping, Transformation, and Enrichment
    • ETL Checklist
  • SSN Authentication
    • Introduction
    • Architecture
    • Schema
  • SSN Admin Dashboard
    • Introduction
    • Architecture
  • SSN Job Board
    • Introduction
    • Architecture
    • User Stories
    • Schema Dictionary
  • SSN Eligibility criteria AI feature
    • Introduction
    • Working Principles
    • Architecture
    • Schema Dictionary
  • DataBase Repopulation
    • Introduction
    • Proposed Solution
    • DB Details
    • Batch 1
  • LLM INTEGRATION
    • LLM Strategy and Implementation
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  1. SSN Eligibility criteria AI feature

Working Principles

It uses the FastText: an open-source, free, lightweight library that allows users to learn text representations and text classifiers. It works on standard, generic hardware. Models can later be reduce

The services eligibility criteria (text) is passed through a data processing pipeline in which the following take place

  • Each word meaning lookup

  • Text striping and cleaning

  • Tokenisation

  • lemmatisation

The vocabulary is then built upon the lemmas upon which a model is trained for 10 epochs

The eligibility is calculated using ratio of highest similarity of user information corpus to the built vocabulary.

The eligibility threshold is set for 0.45 by default which can be altered between 0 and 1 by the organisation.

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Last updated 2 years ago

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