Jobs and Careers
XP
Senior Staff Machine Learning Engineer - Foundation Models
XPeng MotorsSanta Clara, United Statesfull_timeVerifiedPosted 6 Dec 2023
💰 $370,000/yr($220,000/yr – $370,000/yr)
About the role
XPeng Motors is one of China’s leading smart electric vehicle (EV) companies. We design, develop, and manufacture smart EVs that are seamlessly integrated with advanced Internet, AI and autonomous driving technologies. We are committed to in-house R&D and intelligent manufacturing to create a better mobility experience for our customers. We strive to transform smart electric vehicles with technology and data, shaping the mobility experience of the future.
We are looking for machine learning engineers with strong research and development skills, system design skills and software development skills. You will design and implement foundation models and BEV perception models for mass production and city expansion of our autonomous driving system.
You will be working with a team of the best-in-class computer vision, AI systems, and software engineers to ensure the world-leading performance on our autonomous vehicles. Your work will be supported by massive data from our autonomous fleet to deliver the best autonomous driving solution.
Job Responsibilities:
- Research and develop state of the art algorithms for BEV perception models.
- Research and develop foundation models for multiple perception tasks.
- Design efficient architectures and develop implementations that can run in real-time on the computing platform of our autonomous vehicles.
- Develop and integrate software based on recent self-supervised learning techniques and pre-training strategies.
- Optimize the data pipelines for better model training and evaluation.
- Work with massive field-testing data to continuously improve autonomous driving technologies.
- Analyze problems encountered on road and develop end-to-end solutions in collaboration with downstream teams (prediction and planning).
- PhD or Master in computer science, electrical engineering, or other related fields.
- Strong experience in applied machine learning including data collection, data analysis, feature engineering and model training.
- 5 + years of experience working with DL frameworks such as PyTorch, Tensorflow.
- 5 + years of R&D experience in autonomous driving, robotics or AI related fields.
- Solid understanding on data structures, algorithms, code optimization and large-scale data processing.
- Proficient in developing efficient algorithms in Python or C++.
- Excellent problem-solving skills.
- Hands on experience in foundation model or BEV perception model development.
- Experience in applying GNN, RNN, CNN, attention model, or time series analysis to real world problems.
- Experience in Computer Vision, Machine Learning, Robotics, Natural Language Processing, or similar technical fields.
- Experience in GPU/CUDA/TensorRT.
- A fun, supportive and engaging environment
- Opportunity to make significant impact on the transportation revolution by the means of advancing autonomous driving
- Opportunity to work on cutting edge technologies with the top talent in the field
- Competitive compensation package
- Snacks, lunches, dinners and fun activities
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