Cimgroup

Cimgroup

Sr. Machine Learning Ops Engineer

Los Angeles, CA · Senior

Sponsorship not specified$175k-$225kDetected 146 days ago
PythonBashGitSQLDatabricksVector DatabasesGCPAzureDockerKubernetesCI/CDGitHub ActionsJenkinsPrometheusGrafanaDevOpsPlatform EngineeringMachine LearningTensorFlowPyTorchscikit-learnAirflowData EngineeringData Science

About the role

  • Back in 1994, our three founders focused on projects in Southern California neighborhoods.
  • Our projects have delivered jobs; created comfortable places to live, work, and relax; and provided necessary and sustainable infrastructure.
  • The Senior ML Ops Engineer ensures models transition from development to production while meeting regulatory and compliance standards.

Responsibilities

  • Lead the design, implementation, and ongoing maintenance of scalable ML infrastructure on Databricks, including ML flow for experiment tracking, model registry, and model serving endpoints.
  • Implement robust solutions for model versioning, systematic retraining, and comprehensive artifact management using Databricks Unity Catalog for ML governance.
  • Design and manage Databricks Feature Store for consistent feature engineering across training and inference pipelines.
  • Architect and implement Retrieval-Augmented Generation (RAG) systems for document Q&A, enabling business teams to query fund documents, investor letters, and market research.
  • Design, deploy, and manage vector database solutions (Databricks Vector Search, Pinecone, or similar) for semantic search and retrieval across enterprise documents.
  • Lead LLM fine-tuning and customization initiatives, training models like Claude or open-source alternatives with CIM proprietary data while ensuring data privacy and compliance.
  • Develop and optimize document processing pipelines including PDF parsing, chunking strategies, and embedding generation for RAG applications.
  • Implement prompt engineering best practices and LLM evaluation frameworks to ensure output quality, relevance, and factual accuracy.
  • Build guardrails and safety measures for GenAI applications, including hallucination detection, output validation, and source attribution.
  • Design and implement extensive automation across the ML workflow, covering model training, testing, validation, and deployment using Databricks Workflows and Asset Bundles.

Requirements

  • Experience with RAG systems, vector databases, and LLM deployment is essential for this role.
  • Business Partnership: Exceptional ability to translate complex AI/ML concepts for non-technical stakeholders across Fund Accounting, Investor Relations, and Investment teams.
  • Bachelor's or Master's degree in Computer Science, Engineering, Information Systems, or a related field.
  • 7+ years of experience as an ML Ops Engineer, ML Engineer, or similar role with production deployment responsibility.
  • Expert-level proficiency in Python, complemented by strong skills in Bash scripting.
  • Extensive experience designing and implementing cloud solutions on Azure (required) or GCP.
  • Deep expertise with Docker and Kubernetes for containerizing and orchestrating ML workloads.
  • Hands-on experience with CI/CD tools such as GitHub Actions, Jenkins, GitLab CI, or Azure DevOps.
  • Strong SQL proficiency and practical experience with Databricks platform.
  • Experience with workflow orchestration tools (Airflow, Prefect, or Databricks Workflows) and monitoring tools (Prometheus, Grafana, Evidently AI).

Nice to have

  • Experience with LLM fine-tuning techniques (LoRA, QLoRA, full fine-tuning) on proprietary data.
  • Familiarity with ML frameworks including TensorFlow, PyTorch, Scikit-learn, XGBoost.
  • Experience with model serialization (ONNX) and inference optimization.
  • Prior experience within financial services, fintech, or private equity sectors.

Compensation

  • In addition to a competitive compensation plan, CIM offers a comprehensive benefits program for employees to thrive both inside and outside of work.

Benefits

  • A variety of Medical, dental, and vision benefit plans
  • Health Savings Account with a generous employer contribution
  • Company paid life and disability insurance
  • Up to 16 hours of volunteer time off
  • Up to 16 weeks of Paid Parental Leave
  • Wellness program, including monthly and quarterly prizes

Company info

  • CIM is a community-focused real estate and infrastructure owner, operator, lender, and developer.
  • Our team of experts works together to identify and create value in real assets, benefiting the communities in which we invest.
  • Today, we are a diverse team of 900+ employees with projects across the Americas.
  • Our focus on enhancing communities is unwavering, and we strive to make an even greater impact in the years to come.
  • Join us and make an impact today!

Equal opportunity

  • At CIM Group, we believe that the unique perspectives and backgrounds of our employees enhance everything we do.
  • We are committed to fostering an inclusive environment where diversity is not only respected but celebrated.
  • We strive to ensure that our workplace is free from discrimination and harassment, allowing everyone to contribute meaningfully and feel a sense of belonging.
  • As an equal opportunity employer, we strictly prohibit any form of unlawful discrimination and adhere to the laws enforced by the EEOC.

This listing is sourced directly from Cimgroup's careers page and normalized into a canonical job model.