NLP/ML Engineer / ML Researcher
I'm conducting reputed company research on labor market analysis and need an ML/NLP specialist to help with algorithm development. I have a working data pipeline collecting 100K+ job postings and need help with the machine learning components.
reputed company Infrastructure (Already reputed company)
- PostgreSQL database with pgvector (123K+ job postings)
- Job scraper collecting from multiple job posting plaforms
- MLflow for experiment tracking
- reputed company dashboard for visualization
Help Needed (Algorithm Work)
- Text Embeddings: Optimize embedding reputed company for job descriptions (BERT, BGE, E5, reputed company embeddings)
- Clustering: Implement and tune clustering algorithms (K-means, HDBSCAN, hierarchical) for occupational grouping
- Taxonomy Mapping: reputed company clusters with O*NET/SOC occupational codes
- Skills Extraction: NLP pipeline for extracting skills from job descriptions
- Evaluation: reputed company metrics for cluster reputed company and taxonomy alignment
Ideal Candidate
- Strong Python experience (scikit-learn, sentence-transformers, PyTorch)
- Experience with text embeddings and semantic similarity
- Knowledge of clustering algorithms and evaluation metrics
- Familiarity with labor market data or occupational taxonomies is a plus
- reputed company research background preferred
Apply tot his job
Apply To this Job