채용

Staff Machine Learning Engineer, Tech Lead Active Learning
Mountain View, CA, USA
·
On-site
·
Full-time
·
4w ago
필수 스킬
Python
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.
The Active Learning team builds tools and infra that empower all ML Engineers at Waymo to manage their ML datasets to efficiently train high quality models. These systems include solutions for data mining, data labeling, data understanding, model evaluation, model inference, model calibration, and dataset management. We are looking for a Technical Lead to join our team to apply the latest techniques in training / evaluation dataset management.
In this hybrid role, you will report to a Technical lead Manager, Staff Software Engineer.
You will:
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Collaborate with the perception, planner, simulation and research teams to understand their modeling needs to shape solutions to improve dataset quality both in terms of distribution, label representation and quality.
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Partner with various Waymo infrastructure teams to provide a golden path to do data selection.
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Apply state-of-the-art techniques in data selection to reduce the amount of logged data that models at Waymo needs to train on.
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Develop ML models to automatically detect human label quality issues and send them in for correction.
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Build tooling to allow ML Engineers to experiment with signals that will be deployed to do log collection and label eval.
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Deploy automated flywheels to automatically improve the datasets across all relevant dimensions.
You have:
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8+ years of professional experience in the field of software engineering
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Experience programming in C++ or Python
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Experience building scalable, effective data pipelines including data materialization and bulk model inference.
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Experience with ML model development.
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Experience applying ML solutions to products.
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Passionate about development efficiency and productivity.
We prefer:
- Experience building internal tooling for ML developers
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**$251,000—$310,000 USD**
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총 지원 클릭 수
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Waymo 소개

Waymo
Series CWaymo 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
직원 수
Mountain View
본사 위치
$200B
기업 가치
리뷰
4.2
10개 리뷰
워라밸
2.8
보상
4.1
문화
4.3
커리어
3.5
경영진
3.8
78%
친구에게 추천
장점
Supportive and collaborative team environment
Innovative and cutting-edge technology projects
Competitive salary and excellent benefits
단점
Fast-paced environment can be stressful
Work-life balance challenges
High pressure and overwhelming workload
연봉 정보
310개 데이터
Mid/L4
Mid/L4 · Data Scientist
38개 리포트
$280,748
총 연봉
기본급
$183,551
주식
$74,549
보너스
$22,649
$187,768
$434,285
면접 경험
5개 면접
난이도
3.6
/ 5
소요 기간
14-28주
합격률
60%
경험
긍정 40%
보통 60%
부정 0%
면접 과정
1
Application Review
2
Recruiter Screen
3
Technical Phone Screen
4
Coding Round
5
Onsite/Virtual Interviews
6
Final Round
자주 나오는 질문
Coding/Algorithm
Machine Learning
System Design
Behavioral/STAR
Technical Knowledge