出海雷达

数据科学家 (Python)

Data Scientist (Python)

AI开发工程未标注地域
公司George Bernard Consulting
薪资未公开
工作地点Sri Lanka
地域资格未标注地域
时区要求日间重叠约 6 小时,基本正常作息
用工类型Full Time
发布时间12 天前
数据来源Himalayas
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  • 使用大型语言模型(LLMs)设计、构建和部署可扩展的生产级解决方案,用于自动化和高级AI应用。
  • 开发API和容器化的基于Web的应用程序,将AI模型集成到业务流程中。
  • 实现和管理LLMOps/MLOps流水线,用于模型部署、监控和生命周期管理。
  • 设置自动化工作流,用于模型版本控制、性能跟踪、偏差检测以及持续评估与业务KPI的对比。
  • 集成可观测性工具,以实现实时监控、系统健康检查和合规管理。
  • 开发和维护数据流水线以及CI/CD/CT工作流,用于模型训练、评估和实时推理。
  • 分析结构化和非结构化数据,生成洞察并支持战略决策。
  • 与软件工程师、产品经理和业务利益相关者协作,交付端到端的AI解决方案。
  • 通过报告、仪表盘和演示文稿传达分析结果和建议。
  • 与英国团队紧密合作,确保跨时区的顺畅协作和对齐。

所需技能与能力

  • 精通Python编程,注重代码的清晰性、可维护性和可扩展性。
  • 熟悉Web框架,如Flask、FastAPI或Django。
  • 精通容器化和编排工具(例如Docker、Kubernetes)。
  • 具有LLM微调、提示工程和基于代理的AI框架的实际经验。
  • 熟练使用现代GenAI框架,如LangGraph或LangChain。
  • 在Pandas、NumPy和SQL上具有强大的数据处理能力。
  • 具有使用大规模数据处理框架(如PySpark)的经验。
  • 能够将复杂的业务问题转化为可扩展的AI驱动解决方案。
  • 具有良好的沟通和协作能力,尤其是在与分布式团队合作时。
  • 能够在快节奏的环境中工作,同时管理多个项目。

资格与经验

  • 计算机科学、数据科学、统计学或相关领域的学士或硕士学位。
  • 至少3年以上软件工程、数据科学、机器学习或AI工程相关职位的经验。
  • 具有在生产环境中开发和部署生成式AI/LLM应用的实际经验。
  • 具有实施容器化部署和AI应用的CI/CD流水线的经验。
查看英文原文
  • Design, build, and deploy scalable production-ready solutions using Large Language Models (LLMs) for automation and advanced AI applications.
  • Develop APIs and containerized web-based applications to integrate AI models into business workflows.
  • Implement and manage LLMOps/MLOps pipelines for model deployment, monitoring, and lifecycle management.
  • Set up automated workflows for model versioning, performance tracking, drift detection, and continuous evaluation against business KPIs.
  • Integrate observability tools to enable real-time monitoring, system health checks, and compliance management.
  • Develop and maintain data pipelines and CI/CD/CT workflows for model training, evaluation, and real-time inference.
  • Analyze structured and unstructured data to generate insights and support strategic decision-making.
  • Collaborate with software engineers, product managers, and business stakeholders to deliver end-to-end AI solutions.
  • Communicate analytical findings and recommendations through reports, dashboards, and presentations.
  • Work closely with UK-based teams to ensure smooth collaboration and alignment across time zones.

Required Skills & Abilities

  • Strong programming expertise in Python with focus on clean, maintainable, and scalable code.
  • Familiarity with web frameworks such as Flask, FastAPI, or Django.
  • Proficiency in containerization and orchestration tools (e.g., Docker, Kubernetes).
  • Experience with LLM fine-tuning, prompt engineering, and agent-based AI frameworks.
  • Hands-on experience with modern GenAI frameworks such as LangGraph or LangChain.
  • Strong expertise in data processing using Pandas, NumPy, and SQL.
  • Experience working with large-scale data processing frameworks such as PySpark.
  • Ability to translate complex business problems into scalable AI-driven solutions.
  • Strong communication and collaboration skills, particularly when working with distributed teams.
  • Ability to work in fast-paced environments while managing multiple projects simultaneously.

Qualifications & Experience

  • Bachelor's or Master's Degree in Computer Science, Data Science, Statistics, or a related field.
  • Minimum 3+ years of experience in software engineering, data science, machine learning, or AI engineering roles.
  • Hands-on experience developing and deploying Generative AI / LLM applications in production environments.
  • Experience implementing containerized deployments and CI/CD pipelines for AI applications.
  • Exposure to cloud platforms such as Microsoft Azure and Databricks.
  • Bonus: Experience working with large-scale datasets and distributed computing frameworks such as Apache Spark.

Originally posted on Himalayas

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