Senior Research Scientist, Perception Machine Learning

1 day ago

Singapore Venti Technologies Full time

**A world empowered by autonomy. We build robotic vehicles to improve logistics safety, forge a greener Earth, and enhance human lives.**

We are a closely-knit team aspiring to change the world through disruptive technology. We are innovators. We are tinkerers. We are problem-solvers. And we have a fair amount of magic dust up our sleeves. We have a plan for fleet-level deployment of autonomous vehicles, and we are looking for the best-of-the-best to join us in making this a reality.

**About Venti Technologies**

Based in the U.S. and Asia, Venti Technologies is the leader in safe-speed autonomous logistics systems, developing the future of goods transportation. Using rigorous mathematics, deep learning, and theoretically-grounded algorithms, Venti has a proprietary collection of autonomy technologies including a suite of powerful logistics algorithms. Venti’s proven value proposition of saving costs, increasing vehicle utilization, and improving safety is recognized by customers and driving growth. Launched in 2018, Venti brings together an unsurpassed team internationally. The company has autonomous systems deployed in Asia for industrial and logistics sites and a growing pipeline. Venti has offices in Cambridge (Massachusetts, USA), Suzhou (China), and Singapore - our Asian headquarters.

We are seeking a highly skilled and motivated Senior Research Scientist to join our perception team. As part of the team, you will develop and deploy cutting-edge perception algorithms that enable our autonomous vehicles to sense the world fast and accurately. This is an exciting opportunity for individuals who are passionate about advancing deep learning technologies in the field of autonomous vehicles. You will play a key role in the full development cycle of data, modelling and deployment of ML products.

**Role Responsibilities**
- Autonomous Vehicle Data: Work with our data team to provide guidance and feedback to the data curation, mining, annotation to ensure high quality of dataset.
- Machine Learning Modelling: Design and develop deep models for perception systems, including object classification, detection, segmentation, tracking. prediction with LiDAR and image.
- Model deployment: work with the team to optimize, deploy and fast iterate deep models to autonomous vehicles.
- Collaborate with a cross functional team to iterate and improve the perception capabilities.

**Required experience**:

- Ph.D. or M.S. in Computer Science, Computer Vision, Machine Learning or equivalent.
- Strong Python/C++ programming skills, proficient in PyTorch/TensorFlow frameworks.
- Deep learning expertise: 5+ years' experience of modern perception models in the field of object classification, detection, segmentation, tracking and prediction. Related experience with large datasets and point cloud models is a bonus.
- Strong problem-solving skills and analytical mindset to tackle challenges.
- Able to write solid technique documentation and have excellent communication skills.
- Hands-on experience with robotic perception in real-world systems like ROS/ROS2.
- Experience with multi-modal sensor fusion is a bonus.
- Related experience on model deployment optimization will be a bonus, including CUDA/TensorRT.

**Salary is commensurate with experience. We also offer world-class benefits, fantastic culture, flexible working arrangements, and a great international working environment. Come and join us**:

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