Senior Machine Learning Engineer - Australia
Role Overview
The company builds physics-enabled digital twins of electricity grids using advanced machine learning.
The Senior Machine Learning Engineer will digitize real-world infrastructure from LiDAR, imagery, and vector data sources.
The role covers the machine learning lifecycle from data collection and quality assurance through training and model monitoring.
Key Skills for This Role
Full Job Posting
Role overview
The company builds physics-enabled digital twins of electricity grids using advanced machine learning.
The Senior Machine Learning Engineer will digitize real-world infrastructure from LiDAR, imagery, and vector data sources.
The role covers the machine learning lifecycle from data collection and quality assurance through training and model monitoring.
Contribution areas
- Develop approaches to generate accurate electric networks from imperfect data using deep learning and classical machine learning.
- Develop and optimize training pipelines to reduce toil and shorten idea-to-evaluation time.
- Scale model serving for varied problems and reduce the time from initial model to production.
- Improve model QA speed and identify data and distribution drift.
- Work with LiDAR, aerial photography, photogrammetry, GIS, and other data sources.
- Build scalable data pipelines supporting model training and serving.
- Define which problems should be solved with machine learning and establish strategies for those problems.
- Apply current data-handling, MLOps, and machine learning practices to the platform.
- Mentor engineers in model training and software engineering best practices.
Desired attributes
- Demonstrated machine learning and deep learning experience is highly regarded.
- A strong software engineering foundation is highly regarded.
- Proficiency with PyTorch, TensorFlow, or JAX is highly regarded.
- Strong problem solving in new domains and effective asynchronous cross-functional work are highly regarded.
- Ownership of problems and a proactive approach to challenges are highly regarded.
- Current and unrestricted working rights in Australia are required for consideration.
Work environment
- The position is offered in a fully flexible work environment, with an office in Redfern.
- The team values innovation, ownership, collaboration, development, and tangible real-world impact.
Benefits
- The package includes competitive salary and a meaningful employee share ownership plan.
- The company offers regular office events and work on a complex, innovative product with real-world impact.
About neara
Australian private software company providing physics-enabled digital twin modeling for utility infrastructure owners.
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