Staff Cloud Engineer, ML Ops
Modernizing Medicine, Inc.3 days ago
Boca Raton, FL, USAStaff+
Responsibilities
- Architect, build, and operate a scalable developer enablement platform for deploying AI/ML models into production.
- Define reusable patterns for model training, feature store integration, batch and real-time inference, and pipeline orchestration.
- Standardize infrastructure-as-code and multi-environment deployments across AWS accounts.
- Lead the evolution of serverless and containerized ML execution environments, including migration from AWS Lambda to Kubernetes/EKS where appropriate.
- Drive CI/CD, GitOps, deployment strategy, and infrastructure automation standards for model delivery.
- Design observability and monitoring for model drift, latency, error rates, and system health using DataDog.
- Implement LLMOps and AIOps frameworks for managing, deploying, evaluating, and monitoring LLMs and generative AI solutions.
- Use MLflow for experiment tracking, management, and model registry capabilities.
- Partner with Data Science, Product Development, and Security teams to deliver secure, compliant, and cost-efficient AI systems.
- Provide technical leadership, mentorship, and architectural guidance across MLOps and engineering teams.
Requirements
- 8+ years of experience in DevOps, MLOps, software engineering, or cloud architecture delivering and operating AI/ML systems at scale.
- Deep expertise in Python and production-grade microservices, SDKs, and data pipelines.
- Architectural experience across the ML lifecycle, including training, batch and real-time inference, model registration, and application integration.
- Strong proficiency with Kubernetes/EKS, AWS Lambda, serverless architectures, and AWS cloud infrastructure.
- Hands-on experience with ML and LLM frameworks such as MLflow, SageMaker, PyTorch, or Spark.
- Experience with Databricks is preferred.
- Mastery of Terraform, infrastructure as code, CI/CD, and GitOps tooling.
- Experience establishing enterprise observability standards using DataDog or similar platforms.
- Strong leadership, communication, cross-functional collaboration, developer enablement, and mentoring skills.
Benefits
- Hybrid work arrangement; on-call participation may be required for production support.
- Comprehensive medical, dental, and vision benefits with a company Health Savings Account contribution.
- 401(k) matching contribution of 50% on employee contributions up to 6% of compensation, with matching contributions fully vested after one year.
- Paid time off, paid parental leave, company-paid life and disability benefits, flexible spending account, and employee assistance programs.
- Professional development opportunities including tuition reimbursement and unlimited LinkedIn Learning access.
- Business resource and special interest groups, global collaboration opportunities, and remote availability for some roles.
- Dog-friendly headquarters, weekly catered breakfast and lunch, treadmill workstations, Zen spaces, and wellness rooms.
Tech Stack
Categories
About Modernizing Medicine, Inc.
Modernizing Medicine (ModMed) builds a specialty-specific, cloud-based platform for medical practices that integrates electronic health records, practice management, revenue cycle management, analytics, and patient engagement tools. The company sells its software and services on a subscription and services basis to outpatient specialties such as dermatology, ophthalmology, orthopedics, and gastroenterology. Founded in 2010 and headquartered in Boca Raton, Florida, ModMed is privately held and backed by Clearlake Capital Group.