Associate ML Engineer: GenAI & LLMs for Healthcare

Latitude; San Diego (CA); Hybrid; USD 82,000 - 87,000; Full time

Benefits offered by this job

Health benefits

401(k)matching

Tuition Assistance

BeWell program

Job summary

XiFin is hiring an Associate Machine Learning Engineer to join the Advance Data Analytics team in San Diego. You will design, deploy and optimize ML models for healthcare and revenue cycle domains, with emphasis on GenAI and LLM workflows.

You will collaborate with data scientists, software engineers, and domain experts to translate business needs into scalable AI-powered solutions. You will contribute to MLOps pipelines, data prep and model validation, staying current with GenAI frameworks and

Qualifications

• Bachelor's degree in Computer Science, Engineering, Data Science, or related field or equivalent practical experience
• Proficiency in Python and ML libraries (scikit-learn, TensorFlow, PyTorch)
• Solid ML fundamentals including supervised/unsupervised learning, cross-validation
• Foundational knowledge of Generative AI, Agentic AI workflows, LLMs (prompt chaining, RAG, few-shot)
• Exposure to Neo4j, vector databases, LLM fine-tuning, LangChain or orchestration frameworks
• Experience with SQL and unstructured data, Git, Docker, and cloud environments (AWS/Azure/GCP)
• Strong communication, curiosity, attention to detail, growth mindset
• Nice to have: production ML/LLM systems internships or projects
• Nice to have: MLflow, Airflow, SageMaker, Azure ML experience
• Healthcare/genomics/billing analytics is a plus

Responsibilities

• Design, develop and evaluate ML models across healthcare and operational domains with focus on LLMs, GenAI, Agentic AI
• Contribute to GenAI and traditional model deployment pipelines with MLOps practices
• Assist in data prep, prompt engineering, feature engineering, and EDA for structured and unstructured data
• Collaborate with data scientists, software engineers, and domain experts to translate needs into AI-powered solutions
• Participate in model validation, safety checks, bias detection, documentation and performance reviews
• Stay updated on ML advancements, LLM fine-tuning, open-source GenAI frameworks and cloud-native AI services

Skills

Python

ML libraries

Cross-functional collaboration

Communication

Data science fundamentals

GenAI/LLM

Prompt engineering

GIT & containers

Education

Bachelor's degree in CS/Engineering/Data Science

Tools

Docker

AWS/Azure/GCP

Neo4j

Vector databases (FAISS/Pinecone/Weaviate)

LangChain

Job description

XiFin is hiring an Associate Machine Learning Engineer to join the Advance Data Analytics team in San Diego. You will design, deploy and optimize ML models for healthcare and revenue cycle domains, with emphasis on GenAI and LLM workflows.

You will collaborate with data scientists, software engineers, and domain experts to translate business needs into scalable AI-powered solutions. You will contribute to MLOps pipelines, data prep and model validation, staying current with GenAI frameworks and