Machine Learning Engineer

Local Infusion LLC

Job Overview

Location

Remote

Job Type

Full-time

Full Job Description

📋 Description

• Build and deploy machine learning models to identify missing clinical data, predict treatment delays, triage high-risk patient referrals, and score payer-patient friction points in the infusion care journey.
• Architect and maintain LLM-powered workflows using retrieval-augmented generation (RAG) and vector search technologies such as Pinecone or FAISS to enhance decision-making in clinical and operational workflows.
• Design, build, and maintain scalable data pipelines to collect, clean, label, and store structured and unstructured data from disparate systems including EMR/EHR, insurance claims, and patient intake forms.
• Implement model monitoring systems to track performance metrics over time, detect drift, and initiate retraining cycles to ensure accuracy and reliability in production environments.
• Establish data labeling workflows and feedback loops to continuously improve model performance using clinician and operational team inputs.
• Integrate machine learning models into product and operational workflows in collaboration with product, engineering, and clinical operations teams to automate manual processes and reduce administrative burden.
• Work extensively with unstructured data sources including scanned documents, forms, and clinical notes using OCR and NLP techniques for form and document understanding.
• Ensure all AI systems comply with healthcare regulations, including HIPAA, when handling patient data and building patient- or payer-facing AI solutions.
• Leverage cloud infrastructure (AWS) to deploy, scale, and manage ML models and data pipelines with basic DevOps practices including version control via Git.
• Partner cross-functionally to identify high-leverage automation opportunities that accelerate patient access to infusion therapy and improve outcomes for clinicians, health plans, and pharma partners.
• Translate business problems in specialty infusion care into technical ML solutions that directly impact patient care speed, clinical efficiency, and system-wide cost reduction.
• Maintain documentation of model architecture, data sources, performance benchmarks, and compliance controls to support audit readiness and team scalability.
• Stay current with advancements in applied AI, healthcare data standards (HL7/FHIR), and regulatory frameworks to ensure the platform remains at the forefront of innovation in infusion care technology.

🎯 Requirements

• 6+ years in ML engineering, data science, or applied AI roles (bonus for healthcare experience)
• Proficient in Python (Pandas, Scikit-learn, LangChain, PyTorch or TensorFlow) and SQL
• Strong experience building and deploying models in production environments
• Familiar with LLM integration, retrieval-augmented generation (RAG), and vector search (e.g., Pinecone, FAISS)
• Skilled in working with unstructured data: OCR, NLP, form/document understanding
• Experience with cloud infrastructure (AWS preferred), Git, and basic DevOps practices
• Working with healthcare data (EMR/EHR, insurance claims, HL7/FHIR)
• Building patient or payer-facing AI solutions in regulated environments (HIPAA)

🏖️ Benefits

• Medical, dental, and vision insurance through our employer plan
• Short and long-term disability coverage
• 401(k) — with company matching
• 15 Days PTO — and we want you to take it!
• Competitive paid parental leave and flexible return to work policy
• Professional development opportunities to grow with the company’s evolving needs

Skills & Technologies

Python

AWS

Git

TensorFlow

PyTorch

Remote

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Local Infusion LLC

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About Local Infusion LLC

Local Infusion provides outpatient infusion services, offering patient-centered care for individuals with conditions like Crohn's disease, rheumatoid arthritis, and multiple sclerosis. They differentiate themselves through modern, comfortable centers with private suites and digitally powered tools designed to streamline the treatment process. Local Infusion aims to make infusion therapy less daunting by providing clear answers, financial transparency, and dedicated support from infusion guides. With multiple locations across the Northeast, Local Infusion accepts coverage from a wide range of health insurance providers and is committed to minimizing patient costs and ensuring a seamless experience.

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