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Machine Learning Engineer II – Autonomous Driving Performance Evaluation

Remote Worldwide Hiring now

Job Description:

  • 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 root cause.
  • Drive model improvement through loss analysis, error mining, and data balancing/curation strategies for training and evaluation sets.

Requirements:

  • 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++ (desirable).
  • Familiarity with experiment tracking and evaluation tooling such as MLflow, Weights & Biases, or in-house equivalents (desirable).
  • Familiarity with statistical methods for A/B comparison, regression detection and noisy-metric analysis (desirable).
  • Familiarity with data mining and curation at scale (embedding-based retrieval, active learning, auto-labeling) (desirable).
  • Familiarity with visualization and dashboarding tools (Plotly, Grafana, Streamlit or similar) (desirable).

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 safe reputed company match.
  • Generous paid parental leave as well as a phased return to work.
  • Flexible vacation policy in addition to paid company holidays.
  • Total Wellness Program providing numerous resources for overall wellbeing

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