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Software Engineer (Statistical Evaluation and Sampling)
Waymo · San Francisco, United States
About The Role
Join our team as a Software Engineer specializing in Statistical Evaluation and Sampling. In this role, you will develop importance sampling techniques to enhance our evaluation pipelines, identify signals in logs and simulations, and build systems that optimize multiple objectives under resource constraints. You will collaborate with engineers, data scientists, statisticians, and the leadership team to deliver evaluation products and make data-driven decisions. Additionally, you will champion code health and best practices in a complex code base.
- Développer des techniques d'échantillonnage d'importance pour améliorer les pipelines d'évaluation.
- Identifier des signaux dans les journaux et les simulations pour découvrir des événements rares.
- Construire des systèmes qui optimisent systématiquement plusieurs objectifs sous des contraintes de ressources.
- 2-3 years of experience with
- Fluency with probability and statistics
- Strong self-motivation to navigate complex systems and pursue open-ended problems to completion
- BS in Computer Science, Robotics, Statistics, Physics, Math or another quantitative area
- Performing statistical analyses
- Writing, reviewing, and merging code following industry standards for code health and maintainability
- Navigating and modifying a large code base containing a variety of languages, such as C++, Python and SQL
- Building data processing pipelines
- Experience programming in C++
- Experience developing and evaluating sampling methods
- Experience designing, training, evaluating, and applying ML models
- Experience working in the AV industry
- PhD in a quantitative field
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