- 地点
- 新加坡
- 类型
- 实习
- 编号
- IDA: 00051
- 招聘主体
- AUMOVIO Singapore Pte. Ltd. (0711)
职责
- 协助设计、实现和优化计算机视觉与感知算法。
- 利用最先进技术开发和测试目标检测、跟踪和识别模型。
- 研究新兴计算机视觉方法,包括文献综述和新算法基准测试。
- 尝试新的目标检测和感知方法。
- 使用大型数据集训练和评估模型。
- 与高级工程师和研究人员合作,将视觉算法集成到生产系统中。
必备要求
- 熟悉 Python、C/C++ 等编程语言及嵌入式软件开发概念。
- 了解嵌入式系统,包括微控制器、嵌入式 Linux、硬件/软件集成和实时系统。
- 理解人工智能/机器学习基础知识,包括深度神经网络、模型训练、推理和性能评估。
- 接触过计算机视觉和感知系统,包括图像处理、目标检测和特征提取技术。
优先条件
- 熟悉 PyTorch 或 TensorFlow 等深度学习框架,并有模型部署管道经验。
- 理解边缘人工智能概念,包括模型优化、量化、剪枝以及在资源受限设备上的部署。
- 接触过 CUDA、TensorRT、OpenVINO、ONNX Runtime 或基于 NPU 的平台等 AI 加速技术。
- 熟悉 NVIDIA Jetson、Raspberry Pi、STM32、ESP32、Qualcomm RB 平台或类似边缘计算设备等嵌入式 AI 硬件平台。
Responsibilities
- Assist in designing, implementing, and optimizing computer vision and perception algorithms.
- Develop and test object detection, tracking, and recognition models using state-of-the-art techniques.
- Research emerging computer vision methods, including literature review and benchmarking of new algorithms.
- Experiment with new object detection and perception approaches.
- Use large datasets to train and evaluate models.
- Collaborate with senior engineers and researchers to integrate vision algorithms into production systems.
Must Have
- Familiarity with programming languages such as Python and C/C++ and embedded software development concepts.
- Knowledge of embedded systems, including microcontrollers, embedded Linux, hardware/software integration, and real-time systems.
- Understanding of AI/ML fundamentals, including deep neural networks, model training, inference, and performance evaluation.
- Exposure to computer vision and perception systems, including image processing, object detection, and feature extraction techniques.
Preferred
- Familiarity with deep learning frameworks such as PyTorch or TensorFlow and experience with model deployment pipelines.
- Understanding of edge AI concepts, including model optimization, quantization, pruning, and deployment on resource-constrained devices.
- Exposure to AI acceleration technologies such as CUDA, TensorRT, OpenVINO, ONNX Runtime, or NPU-based platforms.
- Familiarity with embedded AI hardware platforms such as NVIDIA Jetson, Raspberry Pi, STM32, ESP32, Qualcomm RB platforms, or similar edge computing devices.
公司简介
自2025年9月分拆以来,AUMOVIO作为一家独立公司,继续运营原大陆集团汽车业务。这家科技电子公司提供广泛的产品组合,致力于打造安全、激动人心、互联互通且自动驾驶的出行体验。产品涵盖传感器解决方案、显示屏、制动和舒适系统,以及在软件定义车辆的软件、架构平台和辅助系统方面的全面专业知识。2024财年,AUMOVIO旗下各业务部门的销售额达196亿欧元。公司总部位于德国法兰克福,在全球100多个地点拥有约87,000名员工。