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Model Engineer and Model Ops Associate

Dallas, TX, United States

Primary Function:

Our Data Science and Actuarial model environment and architecture is containerized, and we are cloud based, running on Azure. We aim to be completely automated processes to build, provision, and deploy our models and products. Our models will range from standard AI and ML models, to RL, to Bayesian simulation models which will require creative problem solving and a close collaboration with stakeholders across the organization, not limited by a ‘one size fits all’ mindset. You will report to the Lead Model Engineer.

** Duties and Responsibilities: **

Build on a fully containerized model architecture

Learn provisioning of applications through Infrastructure as Code

Work with and develop a modern CI/CD model pipeline

Structure workflows through a flow tool through DAGs

Provision data stores and APIs unique to data science models

Develop new forms of data applications and stores useful for DS and Act models

Manage container and model security (Ex: Snyk, Scout)

Other duties assigned by management

Experience, Education, Special Skills Required:

A Master’s degree with 2-5 years experience OR a Bachelor’s degree with 5-8 years experience

Computer Science degree or related field, or equivalent experience

2-5 years of experience as a Backend or DevOps Engineer

Strong experience working with relational (SQL) and non-relational (NoSQL) databases

Strong knowledge of API security models and authentication in a distributed system

Experience with asynchronous architectures using events, workers, and job queues

Understanding of communication patterns in a distributed system, and reliability practices

Experience developing and maintaining lightweight containerized applications using Docker

Understanding of the cloud and experience working with cloud-based architectures

Writing automated unit and integration tests, strong scripting skills

Knowledge of Agile development practices using Git and project management tools like Jira

Solid knowledge of Unix / Linux commands and ability to work in terminal, especially server side

** Bonus Skills: **

Experience with GraphQL, Kubernetes, distributed compute architectures

Experience with vector databases

Hands-on knowledge of CI/CD with GitHub Actions or other tools like Jenkins,CircleCI, or GitLab CI/CD

Experience with alerting and monitoring tools like Sentry, DataDog, Logstash

Hands on experience with Azure

Experience with Go or Scala

Experience working at a tech start-up or financial services

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