Machine Learning Engineer, AI Driving Verification

4 weeks ago


Foster CA, United States Zoox Full time

The AI Driving Verification R&D group's mission is to design, prototype and productionize novel methods and tools for efficient modeling and simulations of complex systems at scale. We use recent advances in machine learning, statistics, optimization, and numerical methods to verify and validate our software and AI in the most challenging environments, and subsequently develop tools to enable other teams at Zoox to do the same.

Responsibilities
  • Research novel applications of machine learning and optimization to adversarial stress testing of our AI and software in simulations at scale
  • Develop optimization methods targeting black-box models, and methods for tackling the high dimensionality of parameter spaces and the actual problems themselves
  • Understand and quantify how uncertainty propagates through our systems
  • Build high-fidelity probabilistic models that reflect how real-world data looks like, and leverage them to understand the safety aspects of our simulations
  • Champion a rigorous approach to quantitative modeling and a production-level quality of your code
  • Work with other teams to enable them to use our tooling on their own
Qualifications
  • Minimum 4 years (PhD) or 6 years (Masters) of relevant work experience
  • Masters (research) or PhD in statistics, machine learning, optimization, operations research or similar, preferably with previous software engineering experience, such as significant internships.
  • Proficiency with Python's scientific stack, incl. machine learning and statistical frameworks (numpy, scipy, pandas, pytorch, pyMC3, etc.), and practical experience with distributed & GPU computing and modern SW development practices.
  • Experience with sample-efficient optimization, surrogate and other probabilistic modeling, design of experiments. Strong background in Bayesian statistics.
  • Proven track record of providing technical and thought leadership at the intersection of machine learning and optimization, and delivering impactful projects
Bonus Qualifications
  • Familiarity with C++ or Julia.
  • Rigorous verification & validation campaign experience, experience with statistical analysis of simulations, or practical experience in the autonomous driving industry
  • Relevant academic publications and strong track record of putting novel research methods into practice at scale

Vaccine Mandate

Employees working in this position will be required to have received a single dose of the J&J/Janssen COVID-19 vaccine OR have completed the two-dose Pfizer or Moderna vaccine series. In addition, employees will be required to receive a COVID-19 booster vaccine by the earlier of (1) April 15 or (2) within two months of becoming eligible for the booster vaccine.

Employees will be required to show proof of vaccination status upon receipt of a conditional offer of employment. That offer of employment will be conditioned upon, among other things, an Applicant’s ability to show proof of vaccination status. Please note the Company provides reasonable accommodations in accordance with applicable state, federal, and local laws.

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.

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.

#J-18808-Ljbffr

  • Burlingame, CA, United States Got-It AI Full time

    At Got It, Machine Learning Engineers and Scientists develop cutting edge technology and integrate it into our conversational AI platform. Our engineers and scientists bring fresh ideas from a diverse set of areas, including natural language processing, speech and conversational AI, cloud computing, large-scale system design, security, artificial...


  • Burlingame, CA, United States Got-It AI Full time

    At Got It, Machine Learning Engineers and Scientists develop cutting edge technology and integrate it into our conversational AI platform. Our engineers bring fresh ideas from a diverse set of areas, including natural language processing, speech, and conversational AI, cloud computing, large-scale system design, security, artificial intelligence, UI design,...


  • Foster City, United States The Fountain Group Full time

    Job DescriptionJob DescriptionOverview:We are seeking a Bioinformatics Data Engineer to spearhead the development of an AI-first ecosystem aimed at transforming the drug discovery landscape. This role demands a proactive individual with a profound understanding of machine learning, AI, and bioinformatics, poised to deliver innovative solutions that...


  • Mountain View, CA, United States Inworld AI Full time

    view open rolesWhy Join InworldInworld is the best-funded startup in AI and games with a $500 million valuation and backing from top tier investors like Intel, Microsoft, Lightspeed, Bitkraft, Founders Fund, Kleiner Perkins, and more. Inworld was recognized by CB Insights as one of the 100 most promising AI companies in the world and was nominated alongside...


  • Foster City, CA, United States Zoox Full time

    Foster City, CASoftware – Collision Avoidance System /Full-time/ HybridThe Collision Avoidance System (CAS) is responsible for detecting and reacting to imminent collision situations in support of our vehicle’s overall safety goals. CAS Perception is responsible for processing raw sensor data from our vehicle’s world-class sensor suite using a...


  • Sunnyvale, CA, United States Baidu Full time

    Do you want to be part of the AI revolution? Do you want to think out of the box, thriving on challenges in the AI industry and the desire to solve them? Do you want to work with a world-class team to explore the fast-growing AI hardware opportunities and impact on the AI industry?We’re looking forward to you joining us to collaborate, contribute, and...


  • Santa Clara, CA, United States Celestial AI Full time

    About Celestial AIAs the industry strives to meet the demands of the AI workloads, bottlenecks in data transfers between processors and memory have hindered progress. The Photonic Fabric based Memory Fabric provides an optically scalable solution to the ‘Memory Wall’ problem, enabling tens of Terabytes of memory capacity at full HBM bandwidths with low...


  • Foster City, CA, United States Zoox Full time

    Foster City, CASoftware – Motion Planning & Control /Full-time /On-siteZoox is looking for machine learning and software engineers to help improve autonomous driving quality using large-scale distributed evaluation, optimization, and data analysis. In this role, you will leverage real-world driving data and metrics to tackle optimization problems, develop...

  • System Test Engineer

    2 weeks ago


    Foster City, United States Zoox Full time

    Autonomous vehicles have some of the largest, most complex software ever shipped in a safety-critical environment. Solving that problem is one of the most exciting technical challenges of our lifetime. Zoox is seeking a highly motivated, energetic, System Test Engineer to lead AI driving integration on autonomous vehicles. You will be responsible for...


  • Foster City, CA, United States Zoox Full time

    Foster City, CASoftware – Simulation /Full-time/ HybridSimulation is key to ensuring the safety of autonomous vehicles at Zoox. In this critical role, you will ensure Zoox’s simulation framework is a trustable platform for AI driving software validation, by analyzing the accuracy and realism of the simulator, and how effective the sim platform is at...


  • San Francisco, CA, United States Atlassian Full time

    Overview Working at AtlassianAs a Senior Software Engineer in the Central AI team, you will build and maintain the core infrastructure to allow machine learning engineers and data scientists to develop, train, evaluate, deploy, and operate Machine Learning models and pipelines. You will use your software development expertise to solve difficult problems,...


  • Mountain View, CA, United States Google Full time

    Minimum qualifications:Bachelor's degree or equivalent practical experience.8 years of experience in software development, and with data structures/algorithms.5 years of experience testing, and launching software products, and 3 years of experience with software design and architecture.2 years of experience in applied machine learning/machine learning...


  • Foster City, CA, United States Zoox Full time

    Foster City, CASystem Design and Mission Assurance – Verification & Validation /Full-time/ HybridZoox’s System Design and Mission Assurance (SDMA) team constructs the Safety Case and validates that our vehicles are safe enough to be deployed for autonomous driving. SDMA enables Zoox to rapidly iterate and safely expand capabilities through trustworthy,...


  • Foster City, CA, United States Zoox Full time

    Foster City, CASoftware – Calibration, Localization & Mapping /HybridHigh-definition semantic maps are a critical tool for enabling autonomous driving. We are looking for highly motivated individuals who are passionate about machine learning, computer vision, and machine perception. You will be part of our algorithm team with a diverse group of researchers...


  • Foster, CA, United States Sharp Decisions Full time

    A client of Sharp Decisions Inc. is looking for a Bioinformatics Data Engineer. This position is 100% remote. The contract’s duration is 6 months with possible extension. *W2 only. We are seeking a Bioinformatics Data Engineer to spearhead the development of an AI-first ecosystem aimed at transforming the drug discovery landscape. This role demands a...


  • Sunnyvale, CA, United States Baidu Full time

    Do you want to be part of the AI revolution? Do you want to think out of the box, thriving on challenges in AI industry and have the desire to solve them? Do you want to work with a world-class team to explore the fast-growing AI hardware opportunities and impact on AI industry?We’re looking forward to you joining us to collaborate, contribute, and...


  • Foster City, United States TekWissen ® Full time

    Position: Computational Biologist AI FocusLocation: Foster City, CA, 94404 Duration: 7+ Months Job Type: Contract Work Type: Remote Pay Rate: $60.00-65.00/Hourly/W2 Job Description We are seeking a Bioinformatics Data Engineer to spearhead the development of an AI-first ecosystem aimed at transforming the drug discovery landscape.This role demands a...


  • Foster City, United States TekWissen ® Full time

    Position: Computational Biologist AI FocusLocation: Foster City, CA, 94404 Duration: 7+ Months Job Type: Contract Work Type: Remote Pay Rate: $60.00-65.00/Hourly/W2 Job Description We are seeking a Bioinformatics Data Engineer to spearhead the development of an AI-first ecosystem aimed at transforming the drug discovery landscape.This role demands a...


  • Foster City, United States TekWissen ® Full time

    Position: Computational Biologist AI FocusLocation: Foster City, CA, 94404 Duration: 7+ Months Job Type: Contract Work Type: Remote Pay Rate: $60.00-65.00/Hourly/W2 Job Description We are seeking a Bioinformatics Data Engineer to spearhead the development of an AI-first ecosystem aimed at transforming the drug discovery landscape.This role demands a...


  • Foster City, United States Zoox Full time

    Zoox’s System Design and Mission Assurance (SDMA) team constructs the Safety Case and validates that our vehicles are safe enough to be deployed for autonomous driving. SDMA enables Zoox to rapidly iterate and safely expand capabilities through trustworthy, innovative, and pragmatic safety engineering. As a Platform System Verification and Validation...