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求人Waymo

Staff Machine Learning Engineer, Tech Lead Active Learning

Waymo

Staff Machine Learning Engineer, Tech Lead Active Learning

Waymo

Mountain View, CA, USA

·

On-site

·

Full-time

·

4w ago

必須スキル

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:

  • 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.

  • Partner with various Waymo infrastructure teams to provide a golden path to do data selection.

  • Apply state-of-the-art techniques in data selection to reduce the amount of logged data that models at Waymo needs to train on.

  • Develop ML models to automatically detect human label quality issues and send them in for correction.

  • Build tooling to allow ML Engineers to experiment with signals that will be deployed to do log collection and label eval.

  • Deploy automated flywheels to automatically improve the datasets across all relevant dimensions.

You have:

  • 8+ years of professional experience in the field of software engineering

  • Experience programming in C++ or Python

  • Experience building scalable, effective data pipelines including data materialization and bulk model inference.

  • Experience with ML model development.

  • Experience applying ML solutions to products.

  • 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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Waymoについて

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

従業員数

Mountain View

本社所在地

$200B

企業価値

レビュー

4.2

10件のレビュー

ワークライフバランス

2.8

報酬

4.1

企業文化

4.3

キャリア

3.5

経営陣

3.8

78%

友人に勧める

良い点

Supportive and collaborative team environment

Innovative and cutting-edge technology projects

Competitive salary and excellent benefits

改善点

Fast-paced environment can be stressful

Work-life balance challenges

High pressure and overwhelming workload

給与レンジ

310件のデータ

Mid/L4

Mid/L4 · Data Scientist

38件のレポート

$280,748

年収総額

基本給

$183,551

ストック

$74,549

ボーナス

$22,649

$187,768

$434,285

面接体験

5件の面接

難易度

3.6

/ 5

期間

14-28週間

内定率

60%

体験

ポジティブ 40%

普通 60%

ネガティブ 0%

面接プロセス

1

Application Review

2

Recruiter Screen

3

Technical Phone Screen

4

Coding Round

5

Onsite/Virtual Interviews

6

Final Round

よくある質問

Coding/Algorithm

Machine Learning

System Design

Behavioral/STAR

Technical Knowledge