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nlp docker mongodb python fastapiπ Description
- Own end-to-end data initiative: collection, enrichment, modeling, deployment.
- Design/operate scrapers to extract signals from nonprofit sites.
- Develop filters, including Is this site for fundraising? classifier.
- Source and integrate financial data from registries and third-party signals.
- Store and structure the enriched data in internal DB for cross-team use.
- Deploy scoring model and integrate outputs into Salesforce.
π― Requirements
- 5+ years ML/DS experience solving real product problems
- Strong ML/statistics: gradient boosting; NLP/LLM approaches
- Proven experience with large-scale web scraping and data pipelines
- Metrics-driven: map ML metrics (ROC-AUC, F1, RMSE) to business metrics
- Advanced SQL; build datasets in ClickHouse and MongoDB
- MLOps: experiment tracking and production workflows (Docker, Git, CI/CD)
π Benefits
- Private medical insurance for employee and family
- 22 paid vacation days per year
- Up to 14 paid holidays per year
- 5 company-paid sick days
- Home Office Setup Assistance: furniture and workstation
- Remote working
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