21 час назад
Computer Vision & Deep Learning Algorithms Developer (Lidar)
Мэтч & Сопровод
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Описание вакансии
Текст:
TL;DR
Computer Vision & Deep Learning Algorithms Developer (Lidar): Researching and deploying lidar perception algorithms and deep neural networks for 3D detection, classification, tracking, segmentation, and scene understanding with an accent on accuracy, robustness, and computational efficiency. Focus on validating models against large-scale real-world datasets, optimizing algorithms for embedded automotive platforms, and transforming research ideas into production-ready autonomous driving systems.
Location: Haifa, Israel; hybrid workplace
Company
develops autonomous driving and advanced driver-assistance technologies using computer vision, deep learning, machine learning, and automotive hardware.
What you will do
- Research, design, develop, and implement lidar-based perception algorithms.
- Develop, train, evaluate, and optimize neural networks for 3D detection, classification, tracking, segmentation, and scene understanding.
- Investigate deep learning architectures and methodologies to improve accuracy, robustness, and computational efficiency.
- Validate algorithms on large-scale real-world datasets collected by vehicles worldwide.
- Collaborate with cross-functional teams to define requirements and deploy production-ready models.
- Optimize deep learning models and classical algorithms for embedded automotive platforms.
Requirements
- M.Sc. or Ph.D. in Computer Science, Electrical Engineering, Applied Mathematics, Physics, or a related field.
- 3+ years of hands-on experience developing deep learning and computer vision algorithms.
- Practical experience with PyTorch or TensorFlow and with training, evaluating, and optimizing neural networks.
- Strong understanding of machine learning, deep learning fundamentals, optimization, statistical analysis, mathematics, and problem-solving.
- Solid Python programming skills; C++ experience is advantageous.
- Ability to learn new technologies quickly and turn research ideas into production-quality solutions, with an independent and proactive approach.
Nice to have
- Experience with lidar, 3D perception, autonomous driving, or the automotive industry.
- Experience with C++.
Culture & Benefits
- Work in a hybrid format within the R&D Algorithms department.
- Collaborate with cross-functional teams on autonomous driving and ADAS technologies.
- Apply research advances in deep learning and computer vision to production systems.
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