出海雷达

机器学习架构师(SAS Viya)(8个月合同)

Machine Learning Architect (SAS Viya) (8 months contract)

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Contractor
发布时间12 天前
数据来源Himalayas
前往 Himalayas 查看并投递 →
  • 为金融和税务平台定义并负责端到端的机器学习架构
  • 使用SAS Viya和相关的机器学习技术设计可扩展、安全且合规的ML解决方案
  • 建立企业级ML系统的架构标准、最佳实践和治理框架
  • 领导数据摄入、特征工程、模型训练、部署和监控流程的设计
  • 确保ML解决方案符合监管、审计、数据隐私和风险管理要求
  • 定义并执行MLOps标准,包括模型生命周期管理、版本控制、可解释性和性能监控
  • 与财务、税务、合规和风险相关方合作,将业务和监管需求转化为技术解决方案
  • 审查并批准跨团队的ML设计、流程和部署策略
  • 评估并引入符合企业及监管需求的新ML技术和平台
  • 为高级ML工程师和团队提供技术领导力和指导

要求

  • 计算机科学、数据科学、工程、统计学或相关领域的学士或硕士学位
  • 8年以上数据、分析或机器学习相关工作经验,其中至少4年以上在架构或技术领导岗位
  • 在金融服务、税务、风险或监管分析领域有丰富的经验
  • 在SAS Viya上有丰富的实际操作和架构经验
  • 对机器学习算法、统计建模和金融数据分析有深入理解
  • 精通Python和ML库,如NumPy、Pandas、Scikit-learn、TensorFlow或PyTorch
  • 有MLOps实践、模型治理、可解释AI和风险控制的实际经验
  • 有在AWS、Azure或GCP等云平台上设计和部署ML解决方案的经验
  • 具备强大的SQL技能,并有处理大规模金融数据集的经验
  • 了解大数据或分布式处理框架(如Spark)者优先

最初发布于Himalayas

查看英文原文
  • Define and own the end-to-end machine learning architecture for financial and taxation platforms
  • Design scalable, secure, and compliant ML solutions using SAS Viya and complementary ML technologies
  • Establish architectural standards, best practices, and governance frameworks for enterprise ML systems
  • Lead the design of data ingestion, feature engineering, model training, deployment, and monitoring pipelines
  • Ensure ML solutions comply with regulatory, audit, data privacy, and risk management requirements
  • Define and enforce MLOps standards including model lifecycle management, versioning, explainability, and performance monitoring
  • Collaborate with finance, taxation, compliance, and risk stakeholders to translate business and regulatory needs into technical solutions
  • Review and approve ML designs, pipelines, and deployment strategies across teams
  • Evaluate and introduce new ML technologies and platforms aligned with enterprise and regulatory needs
  • Provide technical leadership and mentorship to senior ML engineers and teams

Requirements

  • Bachelors or Masters degree in Computer Science, Data Science, Engineering, Statistics, or a related field
  • 8+ years of experience in data, analytics, or machine learning roles, with at least 4+ years in architecture or technical leadership positions
  • Strong domain experience in financial services, taxation, risk, or regulatory analytics
  • Extensive hands-on and architectural experience with SAS Viya
  • Deep understanding of machine learning algorithms, statistical modeling, and financial data analytics
  • Strong expertise in Python and ML libraries such as NumPy, Pandas, Scikit-learn, TensorFlow, or PyTorch
  • Proven experience with MLOps practices, model governance, explainable AI, and risk controls
  • Experience designing and deploying ML solutions on cloud platforms such as AWS, Azure, or GCP
  • Strong SQL skills and experience working with large-scale financial datasets
  • Knowledge of big data or distributed processing frameworks such as Spark is an advantage

Originally posted on Himalayas

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