Tasks
As the central Data/AI competence center of BMW China, CIH-6 has the mission to provide user-centric Data/AI interactions with practical innovative attempts, cost-efficiency solutions and guaranteed algorithm performance.
The data scientist in CIH-6 should handle not only traditional computer vision approaches, but also cutting-edge technologies with code-level prototype build-up capabilities.
Key Responsibilities
• Discover business values through the entire data pipeline
• Deliver Data/AI solution based on code-level open-source libraries
• Deliver Data/AI solution based on major cloud budding blocks
• Conduct continuous research on cutting-edge technologies and explore promising topics in relevant areas
• Regular progress update with management and stakeholders using data visualization techniques and audience friendly approach
• Regular knowledge sharing to enable team members
• Work with team members and stakeholders to validate the technical feasibility of applying cutting-edge technologies in business scenarios
• Together with DevOps colleagues to accomplish Data/AI function delivery
Qualifications
• Bachelor or master’s in computer science, Engineering, Information Technology, Statistics with equivalent work experience
• Demonstrated experience applying computer vision methods to real-world data problems
• Solid knowledge in Data/AI with the capability to determine applicable algorithms/models based on problem statements
• Code engineering skill to deploy Data/AI models with container technologies
• Proficient in Python, familiar with python for computer vision
• Familiarity with computer vision libraries such as OpenCV, PIL, etc
• Solid foundation in mathematics
• Proficient in TensorFlow, PyTorch, Megatron, DeepSpeed frameworks, understands various parallel strategies, and has experience in large-scale distributed training
• Familiarity with classic CV algorithms (SIFT, SLAM, etc.) and deep learning models (CNN, etc)
• Familiarity with object detection, instance segmentation, classification algorithms
• Priority given to those with relevant project experience, such as image recognition, object detection, autonomous driving, security surveillance, AR/VR fields
• Good teamwork spirit & conflict resolution skills & creative thinking & problem solving skills
• Passionate for innovation with a drive to learn new technologies and techniques
• Excellent verbal and written English
• Good communication skills in both Chinese and English for coordinating across teams
• Experiences in scripting language Python 1-3 Years
• Expert knowledge in mainstream computer vision frameworks (e.g., TensorFlow, PyTorch) 1-3 Years
• Experience in target detection or image recognition projects 1-3 Years
• Experience on AI-driven large-scale distributed system development 1-3 Years
• Project, operation experience on DevOps environment and methodology 1-3 Years
• Experience in dataset creation and annotation 1-3 Years