Software Engineer - ML Platform

Overland AI; Seattle (WA); Presencial; USD 120.000 - 300.000; Jornada completa

Ventajas ofrecidas por este puesto de trabajo

Equity compensation

Best-in-class healthcare, dental and

Descripción de la vacante

Overland AI is hiring for a role focused on building and maintaining the infrastructure to train, evaluate, and deploy machine learning models for autonomous vehicles. You will write software to enable rapid labeling, create data processing pipelines and dashboards, and design distributed workflows across on-prem and cloud environments.

You will oversee on-prem and cloud infrastructure, storage, and compute resources while applying CI/CD practices to ensure reproducible ML lifecycles and close

Formación

• Proficient in Python and/or C++ with testing experience.
• Experience with batch processing tools (Spark, Beam, Ray).
• Experience with data stores such as MinIO, Postgres, Redshift/BigQuery.
• Ability to obtain and maintain a DoD Security Clearance.

Responsabilidades

• Design and implement Overland AI's infrastructure to enable training, evaluating, and deploying ML models for autonomous vehicles.
• Write software to enable fast curation and creation of high-quality labels for robotics tasks.
• Design and implement data processing pipelines, dashboards, and visualization tools for model evaluation and dataset insights.
• Design and implement distributed workflows for data processing, training, and evaluation (on-prem and cloud).
• Oversee on-prem and cloud infrastructure including data storage, compute resources and access.
• Leverage CI/CD practices to make the ML lifecycle efficient and reproducible.
• Collaborate with experts in Perception and Behavior Planning.

Conocimientos

Python

C++

Unit testing

Data pipelines

Herramientas

Spark

Beam

Ray

MinIO

Postgres

Redshift/BigQuery

Descripción del empleo

In this role, you will:

• Design and implement Overland AI's infrastructure to enable training, evaluating, and deploying machine learning/deep learning models for autonomous vehicles, including:
• • Writing software to enable the fast curation and creation of high-quality labels for various robotics tasks using state-of-the-art AI and human feedback.
  • Design and implement data processing pipelines, dashboards, and visualization tools for model evaluation and dataset insights.
  • Design and implement distributed workflows, including data processing, training, and evaluation (on-prem and cloud).
• Be responsible for on-prem and cloud infrastructure including data storage, compute resources and access.
• Leverage CI/CD practices to make the machine learning lifecycle efficient and reproducible.
• Collaborate closely with experts in Perception and Behavior Planning.

Qualifications

• Strong programming skills in Python and/or C++, including unit and integration testing
• Strong understanding of data processing pipelines for training ML models
• Experience with batch processing tools, such as Spark, Beam, Ray, etc.
• Experience with data stores and databases, such as MinIO, Postgres, Redshift/BigQuery, etc.
• You excel in a small-team atmosphere, taking ownership of problems and working with your colleagues to solve problems across disciplines.
• Ability to obtain and maintain a DOD Security Clearance.

Preferred

• Prior industry experience in a similar software infrastructure or MLOps team
• Prior experience with ROS or other robotics middleware
• Contributions to any related open source software project

Benefits

Overland AI believes in creating a work environment that you look forward to embracing every day.

• The salary range for this position is $120K to $300K annually
• Equity compensation
• Best-in-class healthcare, dental and vision plans.
• Unlimited PTO
• 401k with company match
• Parental leave