Senior Software Engineer, Perception ML
Nuro
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This role on the market
83 open perception roles across 20 companies are on ApplySarthi right now, most of them in Bengaluru (1).
- Senior Machine Learning Engineer, Perception - Autonomous DrivingNvidia
- Senior Perception EngineerCat
- Senior UX Researcher, Price Perception and EvaluationAmazon
- Senior Staff Machine Learning Engineer, Perception, Simulation RealismWaymo
- Perception & State Estimation Engineer - DoorDash AirDoorDash USA
What perception roles keep asking for: Python (71%), C++ (66%), Computer vision (58%), Machine learning (54%), PyTorch (52%), Deep learning (45%), TensorFlow (24%), Linux (12%) — counted across their open postings here.
Software Engineer jobs in the United States · Software Engineer jobs in Mountain View · Remote Software Engineer jobs · C++ jobs · Machine learning jobs · Python jobs · Supply chain jobs
Nuro has 99 open roles listed here.
- Principal Software Engineer, Performance
- Systems Engineering, New Grad 2027
- Senior Software Engineer, Nuro Driver Core Software
- Senior/Staff Systems Engineer, Autonomy Verification
- Technical Lead Software Engineer, Routing
Counted across 14 company job boards, updated as roles open and close.
Preparing for this interview
Interviews for perception roles keep coming back to Python, C++, Computer vision, Machine learning. Practise those questions before you sit with Nuro.
Questions you are likely to be asked
- Why do you want to join Nuro?
- What is your experience with C++? Tell me one thing you learned the hard way.
- Tell me about a time the data was messy or wrong. What did you do?
- How would you explain your model's result to someone who is not technical?
- What would you check first if a model's accuracy dropped after going live?
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Practise the Senior Software Engineer, Perception ML at Nuro interview free →Who We Are
Nuro believes self-driving vehicles are the most immediate and profound opportunity for AI to drive positive change in the physical world. Safer streets, more time for what matters, and easier access to the world around us, that’s why we’re building a universal autonomy platform: self-driving for all roads and all rides.
Founded in 2016, Nuro is a physical AI company developing Level 4 autonomous driving technology for a wide range of vehicles, use cases, and markets. Powered by the Nuro Driver™, our universal autonomy platform enables the global mobility ecosystem to deploy autonomy at scale, from robotaxis and logistics fleets to personal vehicles.
With years of real-world deployment experience and a flexible, partner-led business model, Nuro is working toward a future where millions of autonomous vehicles powered by our technology help make everyday life safer, easier, and more connected.
Nuro has raised over $2B in capital from Uber, NVIDIA, Google, Softbank, Fidelity, T. Rowe Price, and other leading investors.
About the Role
We’re a team applying ML to push autonomy performance forward. As a Perception ML Engineer, you’ll develop and improve perception models, with ownership of modeling, training, and evaluation. Your work will directly impact how autonomous systems understand rare scenarios, adapt to global geographies, and scale safely.
Design and advance perception models that:
- Improve scene understanding from real sensor data, including 3D and spatial representations
- Generalize across sensor platforms, geographies, and rare driving scenarios
- Meet requirements for model quality and onboard inference runtime
Tailor Your Impact:
- Applied ML Depth: Own model architecture, loss design, training, and experiments that deliver measurable perception improvements.
- Collaborative Delivery: Partner with ML Data Infrastructure and autonomy engineers, contributing across the stack when needed while keeping primary ownership in modeling.
About the work
You’ll solve autonomy’s hardest perception challenges through applied ML and rigorous experimentation:
- Develop and improve perception models, making choices about architecture, representations, objectives, and training.
- Design controlled experiments and ablations to understand model behavior and validate improvements.
- Diagnose model failures and distinguish limitations in modeling, supervision, training data, and optimization.
- Collaborate with autonomy and infrastructure engineers to turn sensor data and failure analysis into targeted model improvements.
About You
- BS in Computer Science, Robotics, Statistics, Physics, Math or another quantitative area.
- 4+ years of industry software engineering experience with Python fluency and C/C++ familiarity. Proven ability to lead cross-functional technical projects from design to completion.
- You have hands-on depth in developing, training, debugging, and improving ML models.
- You bring perception experience, or an exceptionally strong growth trajectory with evidence of quickly building depth and delivering substantive ML results in new domains.
Bonus Points
- Experience with occupancy, 3D scene understanding, or onboard perception models.
- Familiarity working with synthetic or autonomous driving data.
At Nuro, your base pay is one part of your total compensation package. For this position, the reasonably expected pay range is between $193,930.00 and $291,150.00/year for the level at which this job has been scoped. Your base pay will depend on several factors, including your experience, qualifications, education, location, and skills. In the event that you are considered for a different level, a higher or lower pay range would apply. This position is also eligible for an annual performance bonus, equity, and a competitive benefits package.
At Nuro, we celebrate differences and are committed to a diverse workplace that fosters inclusion and psychological safety for all employees. Nuro is proud to be an equal opportunity employer and expressly prohibits any form of workplace discrimination based on race, color, religion, gender, sexual orientation, gender identity or expression, national origin, age, genetic information, disability, veteran status, or any other legally protected characteristics. #LI-DNP
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Listed on greenhouse · posted 2026-02-06. ApplySarthi collects openings and links to application pages; the role is advertised by Nuro, not by us.