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ML Perception Professional

ML Perception Professional

ConfidentialBengaluru / Bangalore
9 days ago
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 Tech Works 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
    • Skills Required

      C++, Opencl, Cuda, Aws, lidar, Ml

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    Ml • Bengaluru / Bangalore

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