Qualifications
Key ResponsibilitiesArchitect and implement a centralized system for versioning training data, generated datasets, and model artifacts, ensuring complete lineage tracking from raw data to final model outputs. Establish and uphold dependable, reproducible ML training and data generation pipelines. Refactor and enhance existing training and data generation scripts into modular, testable, and maintainable components. Develop CI/CD workflows to validate data pipelines and model training processes, incorporating automated correctness checks and regression detection. Create tools that empower ML engineers to initiate, monitor, and troubleshoot training jobs with minimal friction. Optimize and scale real-time model inference services to satisfy latency and throughput demands in production environments, employing profiling, batching techniques, and resource-efficient serving strategies. Oversee the deployment process from trained model artifacts to production endpoints, ensuring reliable rollouts, rollbacks, and comprehensive monitoring.
About the job
Mach9’s Machine Learning Infrastructure Engineers create and maintain the backbone for production AI models used in civil engineering and surveying. The team manages a machine learning pipeline that processes over 10,000 miles of labeled survey data, supports image segmentation networks, and runs 3D prediction models. These systems deliver real-time inference capabilities directly to surveyors and engineers working in the field.
Role overview
This position is designed for mid-career engineers with a strong background in both training and inference aspects of machine learning infrastructure. The work involves handling large-scale data and ensuring reliable performance for demanding, real-world applications.
What you will do
- Build and improve training pipelines for deep transformer models using hundreds of terabytes of 3D point cloud and image data.
- Design and implement inference infrastructure to support both offline detection algorithms and responsive, real-time inference integrated with CAD software.
Location
Based in San Francisco.
About Mach9
Mach9 is at the forefront of innovation in civil engineering and surveying, specializing in the development of advanced AI systems that enhance the efficiency and accuracy of engineering projects. We pride ourselves on our cutting-edge technology and commitment to excellence, making us a leader in the industry.
