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MLOps 工程师

$3-5K[Monthly]
Remote3-5 Yrs ExpBachelorFull-time
BTL TRADE LIMITED

BTL TRADE LIMITED

MLOps 工程师

BTL TRADE LIMITED
$3-5K[Monthly]
Remote3-5 Yrs ExpBachelorFull-time
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Remote Details

Open CountryWorldwide

Language RequirementsChinese

Job Description

岗位简介: 我们正在寻找一位优秀的 MLOps 工程师,负责构建、部署和优化自动化的机器学习流水线(Pipeline)。您的目标是缩小算法研发与生产落地之间的鸿沟,提升模型迭代效率。


岗位职责:

流水线建设: 设计并维护端到端的机器学习流水线,实现模型训练、测试及部署的自动化(CI/CD for ML)。

环境管理: 负责高性能计算环境与容器化平台的运维,确保大规模深度学习任务的资源调度。

模型监控: 建立生产环境的模型监控体系,实时跟踪模型性能漂移(Drift)并实现自动预警。

性能优化: 配合算法团队进行模型推理加速(如 TensorRT, ONNX)与分布式训练性能调优。

数据工程: 管理特征存储(Feature Store),确保开发环境与生产环境的数据一致性。

任职要求:

教育背景: 计算机、人工智能或数学相关专业本科及以上学历。

编程技能: 精通 Python,熟悉常用算法与数据结构;具备扎实的 Shell 脚本能力。

工具链: 熟练掌握 Docker 与 Kubernetes (K8s);熟悉 Kubeflow, MLflow 或 Airflow。

AI 框架: 熟悉 PyTorch 或 TensorFlow,了解模型生命周期管理。

云原生: 熟悉 AWS或Azur的机器学习平台。


加分项:

具备大规模分布式系统运维经验或 GPU 虚拟化技术者优先。

熟悉常用的数据库(MySQL, Redis, MongoDB)及大数据工具(Spark, Flink)。

洛里 阿洛雷

HR经理BTL TRADE LIMITED

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