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81 BMW TechWorks India Jobs
ML Perception Professional
5-10 years
Pune, Bangalore / Bengaluru
1 vacancy
ML Perception Professional
BMW TechWorks India
posted 8d ago
Job Role Insights
Key skills for the job
Job Description
- Join our perception team to industrialize sophisticated low-level perception algorithms for our next generation of advanced driver assistance systems.
- At the BMW TechWorks India, we are continuously developing cutting-edge functions for our self-driving car technology.
- You use your expertise to participate actively in all development phases from prototyping, preparing the training data up to the implementation, testing and deployment of deep learning models.
- In your daily work, you will find yourself in an international and interdisciplinary environment with an agile mindset.
- Our campus offers the cloud infrastructure you need to work productively with large amounts of data and focus on the software for the automobile of the future.
What should you bring along?
- Solid understanding and extensive knowledge of computer vision, advanced machine learning, and deep learning principles
- Significant experience with machine learning frameworks such as TensorFlow, Keras, PyTorch, or ONNX
- Prior experience in end-to-end vision-based MLOps development cycle, from data collection strategy to deployment on the edge
- Ability to strategize ML testing using CI/CD-based development pipelines
- Experience in deploying neural networks on edge accelerators, leveraging graph optimization techniques, compiler design, and custom AI accelerator design
- Proficient understanding of CPU architecture: Ability to perform capacity estimation and planning to ensure that systems (built prototypes) are scalable and can handle projected workloads
- Strong programming skills in Python, with a deep understanding of data structures and algorithms
- Excellent communication skills in English and analytical and logical thinking ability
Optional / a plus to have :
- Familiarity with developing applications using AWS
- Programming experience in C++, OpenCL and CUDA
- Experience in 3D reconstruction and 3D scene understanding (using Neural Radiance fields, Gaussian Splatting) or related fields
- Experience in data processing and algorithm development on sensor data from cameras, RADAR, and LiDAR, and knowledge in sensor fusion technology
Employment Type: Full Time, Permanent
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