Desay SV

MLOps工程师 - 模型部署

Desay SV  •  Onsite  •  1 month ago
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Job Description

MLOps工程师 - 模型部署上海全职算法类职位描述1. 负责机器学习模型的生产化部署、上线及运维,确保模型服务的高可用性和低延迟
2. 设计并实现模型训练到部署的自动化流水线(CI/CD),提升模型迭代效率
3. 搭建和维护模型监控体系,实时追踪模型性能、数据漂移及业务指标
4. 编写高效、可复用的Python脚本,实现数据预处理、特征工程、模型推理等流程的自动化
5. 优化模型推理性能,包括模型量化、剪枝、蒸馏及GPU/CPU资源调度
6. 与算法团队紧密协作,将研究成果转化为稳定、可扩展的生产系统职位要求1. 模型部署经验:熟悉至少一种主流模型部署框架(如NVIDIA-TensorRT, ONNX Runtime, Qualcomm QNN, Horizon OpenExplorer等),有大规模模型服务化实战经验
2. Python脚本能力:精通Python编程,能够独立编写高质量、可维护的自动化脚本,熟悉常见库(FastAPI/Flask、Celery、Pandas、NumPy等)
3. 熟悉容器化技术(Docker、Kubernetes),具备云原生环境(AWS/GCP/Azure/阿里云)下的ML系统搭建经验
4. 了解MLOps工具链(如MLflow、Kubeflow、Airflow、DVC等),有端到端ML Pipeline构建经验
5. 掌握模型版本管理、A/B测试、灰度发布等工程实践
6. 具备良好的工程素养,熟悉Git、Linux、Shell脚本及基础网络知识 投递
Desay SV

About Desay SV

Desay SV, one of the leading mobility technology companies, is committed to realizing a smarter mobility for all. Desay SV’s core business focuses on the efficient integration of three major areas of smart cabin, combined driver assistance, and smart service. We continuously develop highly integrated leading hardware and software algorithms to provide global customers with safe, delightful and sustainable mobility solutions and services.

Relying on 39 years of deep accumulation in the design, development, and production processes, Desay SV has continuously expanded its comprehensive strength in R&D innovation, customer service, and safety verification, and built a technical link from smart travel to smart transportation, actively responding to the challenges of the industry transformation. We meet the diverse needs of customers for different product portfolios and business development models, provide drivers and passengers with an excellent travel experience, and bring more room for imagination to future mobility.

Focusing on the sustainable development goal of "safety and reliability”, “win-win growth”, and “green environmental protection", Desay SV actively participates in the global carbon neutral strategy and integrates sustainable development into all aspects of business operations. While giving back to society, respecting every employee of the company, and creating a diverse working environment and development platform for employees, we encourage equality, openness, and coordinated development among all our branches around the world. Desay SV people adhere to the same mission and work together for the same goal—to create a safe, delightful and sustainable mobility.

Industry
Automotive & Mobility
Company Size
501-1,000 employees
Headquarters
Huizhou, CN
Year Founded
1986
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