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135 BMW TechWorks India Jobs
ML Perception Professional
5-10 years
Pune, Bangalore / Bengaluru
1 vacancy
ML Perception Professional
BMW TechWorks India
posted 1mon 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.
- 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
- 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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