Lead Machine Learning, Computer Vision Software Engineer

Luxoft; Schweiz; Remote; CHF 80’000 - 100’000; Vollzeit

Zusammenfassung

A leading technology firm in Switzerland seeks a Computer Vision Engineer to develop innovative image processing algorithms. The ideal candidate will have a Bachelor's Degree, 3-5 years of experience in computer vision, and strong C/C++ skills. This role offers significant responsibilities in integrating machine learning with computer vision projects.

Qualifikationen

• 3-5 years of experience in developing computer vision applications.
• Experience in at least 2 image processing projects, with 1 productized.
• Deep understanding of neural network architectures.

Aufgaben

• Define image quality requirements for use cases.
• Develop algorithms to improve camera image quality.
• Integrate machine learning modules into algorithms.

Kenntnisse

Computer vision applications development

C/C++ programming

Image processing

Machine learning frameworks (PyTorch, TensorFlow)

Embedded systems knowledge

Test-driven development

Ausbildung

Bachelor's Degree in Computer Science or related field

Tools

OpenCV

ML libraries (TensorFlow, PyTorch)

Jobbeschreibung

Overview

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 optimize the camera image quality for performance improvement of computer vision applications.
• Develop custom ML models for visual recognition and training them 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 unit tests.
• 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 of 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.