Senior Applied Scientist - Perception
London
Wayve
Wayve are pioneering an AI-centric approach to self-driving, inspired by our vision of a smarter, safer and more sustainable world.Who are we?
We’re building artificial intelligence capable of complex driving using end-to-end deep learning; one which can scale across diverse urban environments. Wayve is building a full driving software system which is data-driven at every layer, learning to drive. Our unique end-to-end machine learning approach learns to drive in complex, never-seen-before urban environments. We learn to drive with computer vision by both observing human driving, and by using reinforcement learning.
This is one of the world’s hardest and most impactful problems to solve. Which is why we are building a diverse, world class team of people. We are motivated to turn up, not for a job, but for an opportunity to work with clever people on difficult problems which leave a positive impact on the world we live in.
Where you’ll have an impact
You'll be working on some of the world's hardest problems, and able to attack them in new ways. You'll be a key member of our diverse, cross-disciplinary team, helping teach our robots how to drive safely and comfortably in complex real-world environments. This encompasses many aspects of research across perception, prediction, planning, and control, including:
- how to leverage our large, rich, and diverse sources of real-world driving data
- how to architect our models to best employ the latest advances in CNNs, transformers, world models, etc.
- which learning algorithms to use (e.g. reinforcement learning, behavioural cloning)
- how to leverage simulation for controlled experimental insight, training data augmentation, and re-simulation
- to how to scale models efficiently across data, model size, and compute, while maintaining efficient deployment on the car
We are currently looking for particular expertise in:
- Vision transformer architectures
- Perception dataset collection and curation
- Temporal and/or multi-cam perception models
- Perspective models such as depth and segmentation
- 3D vision models such as cuboid detection and tracking or birds-eye view segmentation
- Radar - camera fusion
- Sim and real perception training
You also have the potential to contribute to academic publications for top-tier conferences like CVPR, ICRA, ICLR etc. working in a world-class team to achieve this.
What you’ll bring to Wayve
- Thorough knowledge of applied experience in computer vision, deep learning, reinforcement learning or robotics.
- Ability to deliver high quality code and familiarity with deep learning frameworks (Python and Pytorch preferred)
- Industrial and / or academic experience in deep learning, software engineering, automotive or robotics
- Ability to understand, author and critique research papers
- Familiarity with code-reviewing, C++, Linux, Git is a plus
- PhD in a relevant area and / or track records of delivering value through Machine Learning are a big plus
What we offer you
- Attractive compensation with salary and equity
- Immersion in a team of world-class researchers, engineers and entrepreneurs
- A unique position to shape the future of autonomy and tackle the biggest challenge of our time
- Bespoke learning and development opportunities
- Relocation support with visa sponsorship
- Flexible working hours - we trust you to do your job well, at times that suit you and your time
- Private on-site chef, in-house bar, lots of team socials, and more!
Wayve is built by people from all walks of life. We believe that it is our differences that make us stronger, and our unique perspectives and backgrounds that allow us to build something different. We are proud to be an equal opportunities workplace, where we don’t just embrace diversity but nurture it - so that we all thrive and grow.
Tags: Computer Vision Deep Learning Engineering Git ICLR Industrial Linux Machine Learning PhD Python PyTorch Radar Research Robotics Transformers
Perks/benefits: Career development Conferences Equity Flex hours Relocation support
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