- 地点
- 上海,中国
- 类型
- 实习
- 编号
- JR00032811
职责
- 负责缺陷检测数据集的收集、整理与标注,保障数据质量,为模型训练提供支撑。
- 负责图像预处理(去噪、缩放、增强等),优化数据以提升模型训练效果。
- 负责目标检测模型的训练、调试与验证,记录参数并配合性能测试。
- 协助优化算法,调整模型结构与参数,提升缺陷检测精度、速度及鲁棒性。
- 整理模型训练、算法优化相关文档,保证规范性与可追溯性。
- 配合团队完成软件开发及缺陷检测相关辅助工作,主动学习技术知识。
- 协助团队进行机器人自动化测试模块开发,配合完成测试用例设计、脚本编写与调试。
必备要求
- 硕士研究生在读,计算机、软件、人工智能等相关专业,能保证稳定实习时长。
- 具备Python编程基础。
- 了解图像预处理基本方法,能完成数据处理工作。
- 逻辑清晰、认真负责,具备良好的学习能力与团队协作意识。
- 对算法优化、模型训练有兴趣,能快速适应工作节奏。
优先条件
- 了解TensorFlow、PyTorch等深度学习框架者优先。
- 了解目标检测算法及目标检测、缺陷检测,有相关项目经验者优先。
- 有数据集标注经验、具备文档撰写能力者加分。
Responsibilities
- Collect, organize, and annotate defect detection datasets to ensure data quality and support model training.
- Perform image preprocessing (denoising, scaling, augmentation, etc.) to optimize data and improve model training results.
- Train, debug, and validate object detection models, record parameters, and support performance testing.
- Assist in algorithm optimization by adjusting model structure and parameters to improve defect detection accuracy, speed, and robustness.
- Organize documentation related to model training and algorithm optimization to ensure standardization and traceability.
- Support the team in software development and defect detection related tasks, and proactively learn technical knowledge.
- Assist the team in developing robot automation test modules, including test case design, script writing, and debugging.
Must Have
- Master's degree student in computer science, software engineering, artificial intelligence, or related fields, with availability for a stable internship duration.
- Basic programming skills in Python.
- Understanding of basic image preprocessing methods and ability to handle data processing tasks.
- Clear logical thinking, conscientious and responsible, with good learning ability and teamwork awareness.
- Interest in algorithm optimization and model training, and ability to adapt quickly to work pace.
Preferred
- Familiarity with deep learning frameworks such as TensorFlow or PyTorch is preferred.
- Understanding of object detection algorithms and object/defect detection, with relevant project experience is preferred.
- Experience in dataset annotation and document writing skills is a plus.
公司简介
在 ABB,我们帮助各行各业保持竞争优势——更高效、更可持续地运营。进步是我们的标准——为了您、您的团队,以及全世界。作为全球领导者,我们为您提供实现这一目标所需的一切。这并非易事,成长需要决心。但在 ABB,您永远不会孤军奋战。掌控推动世界发展的动力。在 ABB,你不仅仅是开始一份工作,更是开启一段个人和职业发展的旅程。我们的文化建立在强大的价值观之上,每个人都受到重视,并被赋予充分发挥其潜力的权力。我们相信,持续发展能够赋能每个人,使其有所作为。我们的“学习、连接、成长”体系和互助文化赋能 ABB 的每一位员工,帮助他们实现个人目标和抱负。在 ABB,我们关心员工及其故事。我们营造安全、公平、公正、包容的工作环境,让每个人都能蓬勃发展、获得成功,无论性别、种族或文化背景、性取向、宗教或社会背景如何。多元化的团队使我们更加强大。ABB 也致力于在所做的每一件事中秉持高标准的道德。