Machine Learning Data Engineer

About the role

The role of ML Data Engineer at Oden involves developing and maintaining systems that manage the full ML lifecycle, working with data scientists to create and deploy ML/AI models, enabling applications for prediction, optimization, and monitoring, and validating results in real-world deployments with customers.

Responsibilities

• Developing and maintaining systems that manage the full ML lifecycle - from data preparation and model training to deployment and monitoring.
• Working with our data scientists to create and deploy ML/AI models, algorithms, representations, and methods that capture properties of complex manufacturing processes.
• Enabling applications of these models to different problems for prediction, optimization, and monitoring and alerting.
• Implementing and deploying solutions.
• Validating results in real-world deployments with our customers.
• Generalizing solutions and innovating to create the next generation of product features.
• Engaging with the technical community to present results externally, keep up to date on recent advances, and advance the state of the art.

Preferred Experience

• 3-5 years professional experience as an ML Engineer/Data Engineer.
• Advanced degrees (M.S. or PhD. in Machine Learning, Distributed Systems, Computer Science with ML/AI focus, or related fields).
• Proficient with distributed data processing systems e.g. Apache Beam/Dataflow, Apache Spark.
• Proficient with ML workflows and tools - including open source tools like MLFlow, cloud platforms like Vertex or Sagemaker.
• Proficient with Python, including most common ML and Optimization libraries.
• Experience with SQL and GCP is a plus.
• Experience with designing, building, and deploying performant ML products.
• Familiarity with unstructured data and Generative AI - especially around enterprise applications is a plus.
• Enthusiasm to own projects end-to-end; from experimentation to customer delivery.

Culture

We obsess over customers. Everything we do is to create profound results and delight for our customers. Every Viking cares about the purpose of the product and company, and prioritizes work based on customer end results. When in doubt, we go to the Gemba – we’re happy to put on steel toe boots and hit the factory floor to work with the production manager. We move fast and follow through – we live by transparent and scientific thinking, act with urgency, and put in the work to find the best ideas with those around us. We elevate each other by giving and receiving direct, honest feedback and hold ourselves and others to a high standard to help the team rise, deliver, and win together. "Be True Makers to Serve True Makers."