"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

February 22, 2023

NLP, Recruitment, AI - Automated Matching :) Eightfold - Analysis

A ton of zero-shot / few shot / data labeling to customize and build models for

Some of the Key features / NLP overlaps

Custom Entity Recognition

  • Education
  • Place
  • Company 
  • Domain
  • Skills Extraction

Custom Embedding for

  • Similar Projects Search
  • Project Summarization
  • Creating custom embedding for each domain

NLP + Ranking

  • Ranking and retrieving based on location/salary/education
  • Skill Distribution / Contribution
  • Domain Extraction from Company names
Vision
  • OCR + Vision for Content Retrieval

Search / Retrieval

  • Vector database for Finetuning/indexing vector databases to search and retrieve the closest matches

From JD

  • Familiar with Language models, and transformers like BERT, GPT-3, T-5 etc.
  • Prior experience building and deploying machine learning models in production at scale
  • Familiarity with MLOps tools and pipelines (MLflow, Metaflow).
  • Integration with Workday, SuccessFactors, Taleo, PeopleSoft, iCIMS, SmartRecruiters,
  • REST APIs, microservices, data ingestion and processing systems, and distributed systems.



No comments: