Job Description

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Job Summary:

CSAA Insurance Group (CSAA IG), a AAA insurer, is one of the top personal lines property and casualty insurance groups in the U.S. They are seeking a ML Ops / LLM Ops Engineer to develop and maintain the infrastructure supporting machine learning and large language model operations, ensuring seamless deployment and monitoring of these models. The role involves collaborating with data scientists and developers to optimize workflows and drive efficiency in decision making.

Responsibilities:

• Develop and maintain the infrastructure that supports machine learning and large language model operations.

• Ensure seamless deployment, monitoring, and scaling of these models.

• Collaborate with data scientists and developers to optimize workflows and integrate cutting-edge technologies to drive efficiency and accuracy in decision making.

Qualifications:

Required:

• Bachelor’s degree in computer science or STEM

• Ability to implement and support ML-Ops cloud solutions

• Proven expertise in deploying and managing machine learning models in production environments

• Experience with large language model (LLM) operations and optimization

• 2+ years of experience in Data science models validation and tests automation.

• 2+ years of experience in working on AWS Sagemaker, DataRobot and similar AI/ML suite of products.

• 2+ years of experience in detecting model drift and bias, model monitoring and alerting.

• 5+ years of experience in Python or similar language

• 2+ years of experience with ML-Ops Frameworks like Kubeflow, ML-Flow, DataRobot, Airflow etc., experience with Docker and Kubernetes, OpenShift.

• Knowledge on ML Frameworks such as scikit-learn, Keras, PyTorch, TensorFlow, etc.

• Knowledge on building CI/CD pipelines orchestration by Github actions, Airflow, or similar tools

• Ability to effectively communicate with a team of data scientists, data engineers and architects, document the processes.

• Knowledge on Data Preparation, feature engineering, model build and training, model registration and model deployment

• Experience in DevOps cloud formation tools like AWS CDK, Terraform etc.

• Experience working in challenging and dynamic Agile / SAFE environment.

• Overall 2+ years of experience working in a cloud environment (AWS Preferred)

Preferred:

• Advanced degree in related area

• Experience in one of CSAA IG’s business lines a plus

• Fulfills business needs, which may include investing extra time, helping other teams, etc.

• Travels as needed for role, including divisional / team meetings and other in-person meetings.

• Actively shapes our company culture (e.g., participating in employee resource groups, volunteering, etc.)

• Lives into cultural norms (e.g., willing to have cameras when it matters helping onboard new team members, building relationships, etc.)

• Travels as needed for role, including divisional / team meetings and other in-person meetings

• Fulfills business needs, which may include investing extra time, helping other teams, etc.

Company:

Why we're forever forward -- At CSAA IG, one thing will always endure: our commitment to excellence in everything we do for our members, employees and communities. Founded in 1914, the company is headquartered in Walnut Creek, California, USA, with a team of 1001-5000 employees. The company is currently Late Stage. CSAA Insurance Group, a AAA Insurer has a track record of offering H1B sponsorships.

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