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职位Waymo

Software Engineer, Statistical Evaluation and Sampling

Waymo

Software Engineer, Statistical Evaluation and Sampling

Waymo

Mountain View, CA, USA; San Francisco, CA, USA

·

On-site

·

Full-time

·

1mo ago

薪酬

$170,000 - $216,000

福利待遇

Equity

401(k)

必备技能

Python

SQL

Statistics

Probability

Waymo is an autonomous driving technology company with the mission to be the world's most trusted driver. Since its start as the Google Self-Driving Car Project in 2009, Waymo has focused on building the Waymo Driver—The World's Most Experienced Driver™—to improve access to mobility while saving thousands of lives now lost to traffic crashes. The Waymo Driver powers Waymo’s fully autonomous ride-hail service and can also be applied to a range of vehicle platforms and product use cases. The Waymo Driver has provided over ten million rider-only trips, enabled by its experience autonomously driving over 100 million miles on public roads and tens of billions in simulation across 15+ U.S. states.

Waymo's Release Evaluation org ensures that each version of the Waymo Driver is safe before it hits the road. We build automated pipelines to solve the long tail of rare and exceptional scenarios in autonomous driving, looking for needles in a haystack under both time and resource constraints. Within Release Evaluation, the Sampling and Efficiency team applies importance sampling techniques and machine learning to maximize the statistical efficiency of these discovery pipelines.

You will:

  • Develop importance sampling techniques that enable our evaluation pipelines to deliver better signals with fewer resources.

  • Find signals in our logs and simulations that might help us to more efficiently discover rare and important events.

  • Build systems that systematically optimize multiple objectives under resource constraints.

  • Collaborate with other engineers, data scientists, statisticians and the leadership team to deliver evaluation products and help make data driven decisions.

  • Champion code health and best practices in a large and complex code base

You have:

  • BS in Computer Science, Robotics, Statistics, Physics, Math or another quantitative area

  • Fluency with probability and statistics

  • Strong self-motivation to navigate complex systems and pursue open-ended problems to completion

2-3 years of experience with

  • Navigating and modifying a large code base containing a variety of languages, such as C++, Python and SQL

  • Performing statistical analyses

  • Building data processing pipelines

  • Writing, reviewing, and merging code following industry standards for code health and maintainability

We prefer:

  • 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

The expected base salary range for this full-time position across US locations is listed below. Actual starting pay will be based on job-related factors, including exact work location, experience, relevant training and education, and skill level. Your recruiter can share more about the specific salary range for the role location or, if the role can be performed remote, the specific salary range for your preferred location, during the hiring process.

Waymo employees are also eligible to participate in Waymo’s discretionary annual bonus program, equity incentive plan, and generous Company benefits program, subject to eligibility requirements.

Salary Range**$170,000—$216,000 USD**

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关于Waymo

Waymo

Waymo

Series C

Waymo LLC is an American autonomous driving technology company headquartered in Mountain View, California. It is a subsidiary of Alphabet Inc., Google's parent company.

1,001-5,000

员工数

Mountain View

总部位置

$200B

企业估值

评价

4.2

10条评价

工作生活平衡

2.8

薪酬

4.1

企业文化

4.3

职业发展

3.5

管理层

3.8

78%

推荐给朋友

优点

Supportive and collaborative team environment

Innovative and cutting-edge technology projects

Competitive salary and excellent benefits

缺点

Fast-paced environment can be stressful

Work-life balance challenges

High pressure and overwhelming workload

薪资范围

310个数据点

Mid/L4

Mid/L4 · Data Scientist

38份报告

$280,748

年薪总额

基本工资

$183,551

股票

$74,549

奖金

$22,649

$187,768

$434,285

面试经验

5次面试

难度

3.6

/ 5

时长

14-28周

录用率

60%

体验

正面 40%

中性 60%

负面 0%

面试流程

1

Application Review

2

Recruiter Screen

3

Technical Phone Screen

4

Coding Round

5

Onsite/Virtual Interviews

6

Final Round

常见问题

Coding/Algorithm

Machine Learning

System Design

Behavioral/STAR

Technical Knowledge