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Full-Time

Machine Learning Research Scientist: Generative Models for Behavior Modeling

Updated on 9/6/2024

Nuro

Nuro

501-1,000 employees

Autonomous delivery vehicles for businesses

Food & Agriculture
Robotics & Automation
Automotive & Transportation
Consulting
Hardware
AI & Machine Learning
Consumer Goods

Compensation Overview

$138.2k - $207.6kAnnually

+ Bonus + Equity

Mid, Senior

Mountain View, CA, USA

Category
Applied Machine Learning
Robotics & Autonomous Systems
Deep Learning
AI & Machine Learning
Lab & Research
Required Skills
Python
Data Structures & Algorithms
Requirements
  • You have a Ph.D. (preferable) or M.Sc. with 3 years experience on generative models.
  • You have subject matter expertise and research in one or more of the following areas: scalable generative and diffusion models, generative model alignment with reward/cost models, controllability, distillation, mode recovery, fine-tuning with closed-loop RL, applications to autonomous driving and robotics, and other experiences such as video generation, text-to-image generation, in-painting/out-painting and so on.
  • You have strong problem solving and programming skills in Python and/or C++
  • Demonstrated research publications in top conferences (e.g. NeurIPS, ICLR, ICML, CVPR, RSS, CoRL, ICRA)
Responsibilities
  • Work on scalable generative models, with a focus on diffusion models for behavior models.
  • Learn a distribution of future behaviors of our autonomous vehicle and other onroad agents (e.g. pedestrians, vehicles, cyclists). Apply the model to various tasks such as planning, prediction, data generation, simulation, and so on.
  • Research SoTA algorithms to improve generative models’ performance and optimize their latency. This includes alignment with reward/cost models, controllability, model scaling up and distillation, mode recovery, fine-tuning with closed-loop RL, etc.
  • Collaborate across autonomy teams while developing holistic solutions to top autonomy challenges. Understand issues, propose ideas, prioritize work and develop solutions to solve them.
  • Derive practical solutions and deploy them on the NuroBot.

Nuro creates autonomous delivery vehicles that transport goods without any occupants. These vehicles are designed to operate safely and efficiently, allowing businesses like retailers, grocery stores, and restaurants to streamline their delivery services. By partnering with these businesses, Nuro helps reduce delivery costs and improve convenience for customers. Unlike other companies in the autonomous vehicle sector, Nuro focuses solely on goods delivery, optimizing their vehicles for this purpose. Their zero-emission vehicles also contribute to a more sustainable environment. The goal of Nuro is to enhance everyday life by providing efficient delivery solutions that free up time for people and support businesses in meeting the growing demand for fast delivery.

Company Stage

Series D

Total Funding

$2.1B

Headquarters

Mountain View, California

Founded

2016

Growth & Insights
Headcount

6 month growth

-2%

1 year growth

-9%

2 year growth

-39%
Simplify Jobs

Simplify's Take

What believers are saying

  • Participation in Disney's 2024 Accelerator Program could provide significant exposure and growth opportunities.
  • Collaborations with industry leaders like Arm and Foretellix enhance Nuro's technological capabilities and market credibility.
  • Nuro's focus on reducing R&D costs through partnerships can lead to more efficient and rapid deployment of their autonomous vehicles.

What critics are saying

  • The autonomous vehicle sector is highly competitive, with major players like Mobileye and Cruise posing significant threats.
  • Regulatory hurdles and safety concerns could delay the widespread adoption of Nuro's technology.

What makes Nuro unique

  • Nuro focuses exclusively on goods delivery with zero-occupant vehicles, unlike competitors who often target passenger transport.
  • Their partnership with Arm to develop the next-generation Nuro Driver technology showcases a commitment to cutting-edge AI and custom-built hardware.
  • Nuro's zero-emission vehicles align with global sustainability goals, setting them apart in the autonomous vehicle sector.