[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 measuring and improving the performance of their autonomous driving stack.
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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