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Data Scientist - Perception

You will be part of a team building state-of-the-art AI solutions for the Zoox autonomous driving Perception stack. As a member of the Perception team, you will be part of the “eyes and ears” of the Zoox autonomous driving stack, deploying state-of-the-art AI solutions to ensure safe and effective driving. In this role you will be responsible for designing and building systems to build large dataset and validate models on large (Petabytes) multimodal data. Your work will have a broad impact on shipping high performance ML models by ensuring we have high quality dataset and comprehensive and robust evaluation pipelines. Think you have what it takes to build the best machine learning systems on this planet? Come join us!


Responsibilities
  • Design and develop our strategy for data development and model evaluation metrics to ensure safe and effective autonomous driving, including defining objective success criteria for ML model deployment 
  • Support data-centric AI by: exploring how data impacts ML model performance; guide data labeling strategies; build frameworks for measuring and improving on label quality; develop mining and active learning strategies.
  • Define key performance metrics that will help Perception engineers to directly measure the impact of the new features they are developing on the end-to-end driving behavior. 
  • Stay up-to-date with the latest developments in machine learning validation techniques and best practices for perception in autonomous vehicles. 


Qualifications
  • Bachelor's, Master's or PhD in CS, statistics, mathematics or relevant fields, including statistics (bayesian, parametric statistics, non-parametric, experiment design) and their python-based frameworks (numpy, scipy)
  • Experience designing and building evaluation systems for classical and deep-learning models, including linking standard model metrics to end-to-end system behavior and key business metrics
  • Experience building and presenting summary metrics to key stakeholders, including advanced knowledge of data visualization techniques
  • Experience handling big data, including exposure to distributed data and compute (e.g. Hadoop, Spark, Hive, MapReduce, Databricks), and traditional data query & manipulation (e.g. SQL, NoSQL, Databases)
  • Experience adhering to software best practices, e.g. unit testing, DRY, abstraction, modularity, clean interfaces


Bonus Qualifications
  • Experience building and/or evaluating ML models that operate on raw sensor data (detection, classification, tracking), including ethical AI validation
  • Experience in the automotive industry or autonomous driving systems
  • Experience with Databricks 
  • Knowledge of perception systems or computer vision


Compensation

There are three major components to compensation for this position: salary, Amazon Restricted Stock Units (RSUs), and Zoox Stock Appreciation Rights. The salary will range from $169,000-$273,000. A sign-on bonus may be part of a compensation package. Compensation will vary based on geographic location, job-related knowledge, skills, and experience.  


Zoox also offers a comprehensive package of benefits including paid time off (e.g. sick leave, vacation, bereavement), unpaid time off, Zoox Stock Appreciation Rights, Amazon RSUs, health insurance, long-term care insurance, long-term and short-term disability insurance, and life insurance.


About Zoox

Zoox is developing the first ground-up, fully autonomous vehicle fleet and the supporting ecosystem required to bring this technology to market. Sitting at the intersection of robotics, machine learning, and design, Zoox aims to provide the next generation of mobility-as-a-service in urban environments. We’re looking for top talent that shares our passion and wants to be part of a fast-moving and highly execution-oriented team.


Follow us on LinkedIn


Accommodations

If you need an accommodation to participate in the application or interview process please reach out to accommodations@zoox.com or your assigned recruiter.


A Final Note:

You do not need to match every listed expectation to apply for this position. Here at Zoox, we know that diverse perspectives foster the innovation we need to be successful, and we are committed to building a team that encompasses a variety of backgrounds, experiences, and skills.

Average salary estimate

$221000 / YEARLY (est.)
min
max
$169000K
$273000K

If an employer mentions a salary or salary range on their job, we display it as an "Employer Estimate". If a job has no salary data, Rise displays an estimate if available.

What You Should Know About Data Scientist - Perception, Zoox

Join Zoox in Foster City, CA, as a Data Scientist - Perception and play a pivotal role in shaping the future of autonomous driving! As part of our innovative Perception team, you'll help design and build systems that create extensive datasets and validate machine learning models for our state-of-the-art AI solutions. You will be the 'eyes and ears' of our autonomous driving stack, applying your expertise to ensure safe, effective, and high-performance ML models that can handle massive amounts of multimodal data. Your day-to-day tasks will include developing strategies for data development and model evaluation, guiding data labeling processes, and measuring the quality of data to enhance model performance. If you're passionate about exploring how data and AI work together to drive performance, this is your chance! You'll also work closely with Perception engineers to define key metrics that directly influence driving behavior results. Our collaborative environment encourages continuous learning, so you'll have the opportunity to stay ahead of the curve with advanced validation techniques in the ever-evolving field of machine learning for autonomous vehicles. If you believe you have what it takes to create the best machine learning systems on the planet, we’d love for you to join us at Zoox. Together, we can redefine mobility in urban environments and create a sustainable future for autonomous transportation!

Frequently Asked Questions (FAQs) for Data Scientist - Perception Role at Zoox
What does a Data Scientist - Perception do at Zoox?

A Data Scientist - Perception at Zoox is responsible for developing and implementing AI solutions within the autonomous driving perception stack. You’ll focus on designing systems for dataset creation, model validation, and ensuring the efficacy of machine learning applications in real-time driving scenarios. Your role has a significant impact as you direct efforts toward achieving high-quality datasets that contribute to safe autonomous driving.

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What qualifications are needed for the Data Scientist - Perception position at Zoox?

To qualify for the Data Scientist - Perception role at Zoox, candidates should ideally have a Bachelor’s, Master’s or PhD in computer science, statistics, mathematics, or similar fields. Expertise in statistical methods, machine learning evaluation systems, and proficiency in big data tools like Hadoop, Spark, and SQL is highly beneficial. Experience in the automotive industry or with perception systems would give you an edge.

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What experience do I need to apply for the Data Scientist - Perception job at Zoox?

To apply for the Data Scientist - Perception position at Zoox, relevant experience in designing evaluation systems for ML models, especially linked to system behavior metrics, is essential. Familiarity with data visualization techniques and a strong foundation in handling big datasets are also important. While prior experience in the automotive sector is a bonus, it's not mandatory.

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What is the compensation for a Data Scientist - Perception at Zoox?

The compensation for a Data Scientist - Perception at Zoox ranges from $169,000 to $273,000, depending on your skills and experience. In addition to a competitive salary, you could also receive a sign-on bonus, Amazon Restricted Stock Units (RSUs), and Zoox Stock Appreciation Rights, along with a robust benefits package.

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What benefits can I expect at Zoox for the Data Scientist - Perception role?

At Zoox, a comprehensive benefits package accompanies the Data Scientist - Perception role. This includes paid time off, health and long-term care insurance, disability insurance, life insurance, as well as Zoox Stock Appreciation Rights and Amazon RSUs. We prioritize our team's well-being and work-life balance.

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How can I prepare for the Data Scientist - Perception interview at Zoox?

To prepare for the Data Scientist - Perception interview at Zoox, focus on your expertise in machine learning evaluation metrics and statistical methods. Be ready to discuss your previous projects, particularly examples where you employed data-centric AI strategies. Familiarize yourself with current trends in autonomous driving and perception systems, as demonstrating your knowledge will be crucial.

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What kind of projects would I work on as a Data Scientist - Perception at Zoox?

In the role of a Data Scientist - Perception at Zoox, you can expect to work on projects that involve designing systems to collect and validate datasets derived from multimodal inputs used in autonomous vehicles. You'll also be involved in improving machine learning models that enhance the driving experience and ensure safety during operation.

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Common Interview Questions for Data Scientist - Perception
Can you explain your experience with data evaluation metrics in machine learning?

When discussing your experience with data evaluation metrics, focus on specific metrics you’ve worked on, how they relate to model performance, and their impact on end-to-end system behavior. Use examples to illustrate your expertise and tie in metrics to real-world scenarios.

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Describe a challenging data problem you've faced and how you solved it.

In answering this question, discuss a specific data challenge you faced, the tools and frameworks you used, and the strategies that led you to a resolution. Emphasize your analytical thinking and adaptability throughout the process.

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How do you ensure the quality of data used for machine learning models?

Illustrate your approach to data quality assurance, including methods for data validation and cleaning. Share experiences where you implemented frameworks for measuring label quality and how you overcame issues related to noisy or biased datasets.

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What tools and technologies do you consider essential for managing large datasets?

Discuss the specific tools you are proficient in, such as Hadoop, Spark, or Databricks, and explain how they have contributed to your efficiency in handling large datasets. Your focus should be on both your hands-on experience and strategic applications of these technologies.

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How would you approach defining key performance metrics for autonomous driving systems?

Explain your process for defining key performance metrics by highlighting your ability to link model metrics with real-world driving behaviors. Discuss factors you consider important—such as user safety, efficiency, and system robustness—and how they align with operational objectives.

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What experience do you have with data visualization techniques?

When addressing your experience with data visualization, focus on specific tools you’ve used, such as Tableau or Matplotlib, and any notable projects where your visualizations had a direct impact on decision-making. Show your ability to present complex data in accessible formats.

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Can you explain the significance of ethical AI validation in your work?

Here, speak about the importance of ethical AI validation, especially within autonomous driving. Share any frameworks or methodologies you’ve employed to address biases in your models, ensuring fair treatment across different demographic groups.

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What recent advancements in machine learning validation techniques are you familiar with?

Mention specific advancements in the field, focusing on how they improve model evaluation and performance in autonomous systems. Showing knowledge of new techniques conveys your commitment to continuous learning and adaptation.

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How do you stay updated with trends in autonomous driving and perception systems?

Discuss your strategies for staying informed on industry trends, such as following key publications, attending conferences, or participating in relevant online communities. This showcases your dedication to staying relevant in a constantly evolving field.

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What do you believe sets Zoox apart from its competitors in the autonomous vehicle space?

In answering this question, align your thoughts with Zoox's vision and mission. Speak about specific initiatives or technology differentiators that you admire and how they contribute to Zoox’s unique approach in providing innovative mobility solutions.

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Zoox was founded to make personal transportation safer, cleaner, and more enjoyable—for everyone. To achieve that goal, the team created a whole new form of transportation. Zoox will provide mobility-as-a-service in dense urban environments.

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Full-time, on-site
DATE POSTED
November 27, 2024

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