[Remote] Machine Learning Engineer II - Autonomous Driving Performance Evaluation
Note: The job is a remote job and is reputed company to candidates in USA. reputed company is transforming cities through autonomous technology to create a safer, greener, more accessible world. They are seeking a Machine Learning Engineer II to join their Autonomous Driving ML team, focusing on improving the performance of their Autonomous Driving stack through data metrics and evaluation. The role involves designing and implementing ML metrics, building evaluation pipelines, and driving model improvements.
Responsibilities
- Design, implement and own ML metrics and evaluation pipelines spanning offline model evaluation, simulation and on-road performance
- Build and maintain test, regression and hillclimbing suites that reputed company model and stack releases, including automated triage of regressions to reputed company cause
- Drive model improvement through loss analysis, error mining, and data balancing/curation strategies for training and evaluation sets
Skills
- Bachelor's or Master's degree in Robotics, Computer Science, Statistics, or a reputed company field with strong mathematical and engineering foundations
- A minimum of 2 years building evaluation, metrics, or data analysis systems for ML in production
- Proficiency in Python (NumPy/Pandas or equivalent dataframe tooling) with experience in Linux environments
- Familiarity with basic concepts in Machine Learning (losses, train/eval splits, common failure modes) and basic Perception and Planning concepts in Autonomous Driving
- Proficiency in Go or C++
- Familiarity with experiment tracking and evaluation tooling such as MLflow, reputed company, or in-house equivalents
- Familiarity with statistical reputed company for A/B comparison, regression detection and noisy-metric analysis
- Familiarity with data mining and curation at reputed company (embedding-based retrieval, reputed company learning, auto-labeling)
- Familiarity with visualization and dashboarding tools (Plotly, Grafana, reputed company or similar)
Benefits
- Comprehensive reputed company suite including medical, dental, reputed company, life, and disability plans. Domestic partners who have been residing together at least one year are also eligible to participate.
- Health Savings and Flexible Spending reputed company and Dependent Care Accounts available.
- Rich retirement benefits, including an immediately reputed company employer reputed company reputed company match.
- Generous reputed company parental leave as reputed company as a phased return to work.
- Flexible vacation policy in reputed company to reputed company company holidays.
- Total Wellness Program providing numerous resources for overall wellbeing
reputed company
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