Junior Machine Learning, Computer Vision Software Engineer

Year    Bangalore, Karnataka, India

Job Description

Project description
Our client, a leading manufacturer of high-end household appliances, is expanding into new smart product lines. As part of this strategic initiative, a large-scale global program is being implemented across the company's IP portfolio. This includes the development of new embedded software, enhancements to cloud infrastructure.
Responsibilities

  • "- Work directly with computer vision perception engineers, and camera ISP engineers. - Define the image quality requirements for customer use cases - Develop image processing algorithms to optimizing the camera image quality for performance improvement of computer vision applications - Develop custom ML models for visual recognition and training it from scratch - Quantization and pruning the ML models - Data evaluation using relevant metrics to increase the model performance - Implement computer vision/image processing algorithms in fast/optimal C++ code - Implement heuristic/math algorithms and probabilistic methods for camera AI - Research existing C++ solutions for CV logic - Develop cross platform C++ code - Cover algorithms and CV code with unitest - Ramp up on new technologies related to CV/ML/algorithms (not R&D) - Integrate machine learning modules into algorithms"
SKILLS
Must have
  • "- Bachelor's Degree or greater in Computer Science, Software Engineering, or related field. - 3-5 years of experience developing computer vision applications/algorithms - Participate in at least 2 image processing / computer vision projects and 1 of them productized - Image processing / computer vision background/understanding - Strong C/C++ experience - Experience with OpenCV and ML frameworks such as Pytorch, TensorFlow, TensorFlow Lite - Deep understanding of neural network architectures - Experience to work with embedded devices in C++ on Linux - Decent understanding geometry 2D/3D and algebra. - Desire to learn new technologies - Desire to follow test driven development(in CV/ML too)"
Nice to have
"- Experience with machine learning integration, inference engines - Machine learning general understanding - Building for Android/Yocto experience - OpenCL/cuda or OpenGL/Vulkan(shaders) experience/understanding and desire to learn or any different SIMD language"

Skills Required

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Job Detail

  • Job Id
    JD4287361
  • Industry
    Not mentioned
  • Total Positions
    1
  • Job Type:
    Full Time
  • Salary:
    Not mentioned
  • Employment Status
    Permanent
  • Job Location
    Bangalore, Karnataka, India
  • Education
    Not mentioned
  • Experience
    Year