Sully.ai

Senior ML/NLP Engineer

Sully.ai

contract

Posted on:

Origin:  • 🇺🇸 United States

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Salary

💰 $160,000 - $190,000 per year

Job Level

Senior

Tech Stack

DockerElasticSearchKubernetes

About the role

  • Architect and optimize NLP pipelines for intent detection, entity extraction, and dialogue management
  • Own the Search/RAG backend: design, build, and tune vector search indexes of medical texts for high recall/precision
  • Implement document ingestion pipelines to ensure fast, accurate knowledge retrieval
  • Integrate search results seamlessly into LLM prompts to improve evidence-based answers
  • Define evaluation metrics (e.g., F1, ROUGE, latency) and establish ML model CI/CD practices
  • Deploy scalable services with FastAPI and Kubernetes
  • First-month focus: audit existing search pipelines, stand up ingestion→vectorization→retrieval pipeline, and define baseline evaluation metrics
  • 90-day OKRs: improve recall/precision, integrate RAG into production for real doctor interactions, and deliver scalable model evaluation framework

Requirements

  • 5+ years of experience in machine learning/NLP engineering
  • Strong expertise with information retrieval systems (e.g., Elasticsearch, OpenSearch, Pinecone, FAISS)
  • Hands-on experience with transformer models (e.g., BERT, GPT) and RAG techniques
  • Skilled in production deployment (FastAPI, Kubernetes, Docker)
  • Track record of designing evaluation frameworks and CI/CD for ML models
  • Familiarity with biomedical or clinical text (nice-to-have)
  • Experience in large-scale search or recommendation systems (nice-to-have)
  • Background in healthcare AI or regulatory (HIPAA-compliant) environments (nice-to-have)
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