RTML Engineer

4 weeks ago


Irving, United States Infovision Full time

Job title: RTML Engineer (Real Time Machine Learning)

Duration: Long-term

Location: Irving, TX

Work Mode: Onsite

Job Description:

What you will be doing:

You will join our critical Real Time ML Service team working on our RTML Model Serving Framework.

This is a fundamental team in our AI Center, and RTML Framework serves all of our real time AI models in the production - enabling our business organizations to maximize the benefits of using AI-driven solutions for our customers.

You'll need to have:

Bachelor's degree or above in Computer Science/Engineering or other related areas.

Four or more years of work experience in computer software development related jobs.

At least two years are in AI / ML Engineering areas with reasonably good understanding of Data Science and AIML practices/workflows.

Strong expertise in RTML model serving arena and/or large scale cloud-based RT framework development.

Experience with kubernetes. The candidate should be comfortable with kubectl and helm.

Experience in creating, deploying, and maintaining centralized KubeFlow infrastructure on top of one or multiple kubernetes clusters

Experience with cloud infrastructures and MLOps in clouds.

Familiar with CI/CD process and common frameworks such as ArgoCD.

Experience with programming languages such as Python and Java.

Experience in large application development in cloud environments - AWS, GCP and On-Prem clusters.

Experience in K8s architecture and principle of operations, hands-on skills of deploying large applications in production K8s cluster, configuring K8s properly, and troubleshooting when the application has issues.

Good understanding of of RT system stats collection and performance monitoring methods

Basic understanding of RT Feature Engineering methodology and practices

Understand basic data science concepts and common needs from data scientists.


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