特斯拉Staff PV Cell Engineer, Energy Products

数据算法团队在特斯拉工业智能研发方面扮演关键角色。我们通过自主搭建数据算法平台，赋能生产制造、供应链、销售、服务和充电网络等领域，将信息转化为高价值的数据资产，从而创造更优质的产品并提供完美的用户体验。 作为特斯拉应用软件团队的数据算法工程师，您将参与自研数据算法产品和项目的全生命周期，从孵化到落地，从雏形到成熟。您将领导数据的收集、清理、预处理、模型训练以及生产部署的全流程。理想候选人应对人工智能和3D视觉技术充满热情，并紧跟该领域的最新进展。 本职位主要聚焦于工厂相关的3D机器视觉应用，包括自动视觉质检、机器人引导、视觉尺寸测量（如精确尺寸验证、公差检查和3D形状分析）、物体姿态估计以及工业自动化场景中的点云处理和实时感知。 岗位职责 机器协同控制相关：负责相机标定、手眼标定、点云数据处理（如滤波、分割、检测、配准和6D位姿估计），配合机器人/PLC等技术，驱动3D视觉应用与生产协同。主动开展机器人控制和引导，促进生产制造效率。 3D数据处理相关：负责机器视觉项目中大批量3D数据（如点云、深度图像）的收集、整理、过滤和清洗。需熟练处理视觉尺寸测量任务，包括使用激光三角测量或立体视觉方法进行物体尺寸提取、形状建模和精度校准。需熟练使用Python、C++、OpenCV、PCL、Numpy、Blender等工具处理3D数据。 模型开发相关：负责3D视觉项目的物体检测、分割、姿态估计模型的数据预处理、训练、迭代、重训练，以及模型准确率提升和搜索任务。在视觉尺寸测量领域，需开发和优化相关模型（如基于PointNet的尺寸估计网络），确保测量精度达到工业标准（如微米级）。需具备Python、C++、TensorFlow/PyTorch等框架经验，并理解常用神经网络（如CNN、PointNet、Transformer变体）在3D视觉中的应用。熟悉Pandas、MongoDB（Aggregation）、Redis、Kafka等工具用于模型部署。 创新相关：对最新的3D视觉技术和趋势（如实时SLAM、神经辐射场NeRF、多模态融合）保持敏感，能够提出创新解决方案应对工业生产挑战，例如机器人路径规划中的点云配准优化或视觉尺寸测量中的实时公差检测优化，以提升质量控制效率。

Staff Management and Leadership • Day to day staff supervision • Handle staff and customer escalations • Identify staff training and development needs and support career path development for staff • Monitor and measure agent level performance • Provide regular coaching •Provide formal and informal performance feedback, both team based and one-to-one, and take corrective action as required • Hold regular staff meetings • participate in projects as required Call Centre Performance • Perform real time queue management • Monitor and meet defined performance goals • Roster team for support coverage • Measure and report on call centre performance • Meet call monitoring (ACES) goals, including remote and in-cube, in liaison with quality officer • Provide direct queue support - 50% regular call load usual Quality Operational Improvement • Proactively identify areas for operational improvement, including tools and processes • Involvement in projects as required • Provide contact centre representation to internal and external parties • Develop and maintain awareness of industry best practice

• Act as the team’s subject-matter expert in graphics engineering • Develop and maintain engine technologies powering one of Riot’s new games • Collaborate closely with technical artists and art teams to realize the game’s visual and creative vision • Monitor and optimize the performance of the game client across platforms • Design, implement, and enhance tools for artists on multiple platforms • Troubleshoot pipeline issues and proactively identify areas for improvement

• Design, build, and deliver internet scale backend services for a genre-defining game we will deliver globally to millions of people • Generate and support the multi-service architecture to run globally scalable services • Build features from in-game all the way down to the backend service implementation • Build features to improve server reliability and performance • Implement server infrastructure in support of new gameplay features • Build and support live services for the game • Work with cloud technologies and services such as AWS • Mentor more junior engineers on the team • Collaborate effectively with art, design, and other disciplines within game development 职责描述： • 为我们将向全球数百万人提供的游戏设计、构建和提供互联网规模的后端服务 • 生成并支持多服务架构以运行全球可扩展服务 • 构建从游戏内一直到后端服务实现的功能 • 构建功能以提高服务器可靠性和性能 • 实施服务器基础设施以支持新的游戏功能 • 为游戏构建并支持实时服务 • 使用云技术和服务，例如 AWS • 指导团队中初级工程师 • 与游戏开发中的美术、策划和其他专业同事进行有效协作