Saman A.
Data Annotation and LLM QA Expert
Competenze

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Portfolio
Esperienza lavorativa
Machine Learning Engineer
S • Lavoratore autonomo
May 2025 - Present • 1 yr 3 mos
- Built and deployed LLM/NLP systems including RAG pipelines and CV–JD matching tools - Implemented end-to-end ML workflows: data ingestion, embedding, retrieval, inference, and evaluation - Deployed services using FastAPI, Docker, and Streamlit; tracked experiments with MLflow - Focused on production-oriented NLP use cases aligned with industry standards
Machine Learning Engineer
SlashNext • Full time
Oct 2024 - Apr 2025 • 6 mos
- Applied NLP techniques to detect and prevent phishing attacks based on intent and content. - Developed models using TF-IDF vectorization and Random Forests, improving phishing detection accuracy in production. - Monitored and fine-tuned deployed models to optimize performance and reduce false positives. - Position impacted by post-acquisition restructuring.
NLP Engineer
Quarrio • Full time
Jul 2022 - Sep 2024 • 2 yrs 2 mos
- Built NLP systems enabling natural language access to structured enterprise data (CRM, ERP, data warehouses) - Designed and maintained semantic parsing pipelines for accurate query understanding and intent resolution - Developed rule-based and hybrid NLP components to support high-precision, low-latency production use cases - Shipped new language features supporting complex analytical queries across business datasets - Analyzed usage and accuracy metrics to iteratively improve system performance - Created onboarding materials and trained 3 junior engineers, reducing ramp-up time by ~80%