Data Scientist

4 days ago

Singapore Stack Tech Full time

数据科学家 工作地点： 新加坡 汇报对象： 数据科学主管 职位概述 我们是一家快速成长的新加坡软件企业，由资深 IT 专家创立，专注于 CRM 和定制化软件解决方案。随着业务扩展，我们正在加强数据能力，以推动创新与业务增长。 作为一名 数据科学家 ，你将与数据科学主管紧密合作，设计、训练和部署先进的机器学习（ML）、深度学习及大语言模型（LLM）。你的工作将直接支持用户行为建模、留存优化、个性化推荐、风险管理和增长策略等关键业务。 主要职责 开发和部署机器学习、深度学习及 LLM 模型，用于行为预测、留存、推荐、风险评估和增长优化。 使用 Python 和 SQL 对多样化数据（日志、交易、文本等）进行预处理和特征工程。 通过实验（如 A/B 测试、超参数调优）和严谨指标验证，优化模型性能与可扩展性。 分析与优化 搭建仪表盘和监控框架，用于评估模型表现和用户洞察。 将数据转化为可操作的可视化和分析结果，支持产品、留存与增长决策。 维护数据字典和文档，优化并自动化数据管道以提升效率和可扩展性。 挖掘数据驱动的机会，持续改进流程、模型与业务决策。 协作与最佳实践 与产品、工程及业务团队紧密合作，提供数据驱动的解决方案。 将复杂的技术成果清晰地传达给技术和非技术团队。 遵循敏捷开发、CI/CD 和版本管理等最佳实践。 持续关注 AI/ML 与 LLM 前沿技术，分享知识并推动团队创新文化。 任职要求 必备条件 数据科学、计算机科学、统计学或相关领域本科及以上学历（博士优先）。 精通 Python，熟练掌握 ML/DL 框架（TensorFlow、PyTorch、Scikit-learn）及 LLM 库（Hugging Face、LangChain）。 熟练使用 SQL 进行大规模数据处理与分析。 深入理解机器学习算法、深度学习及 LLM 微调（RAG、MCP、PEFT）。 熟悉敏捷开发流程与 CI/CD 工作方式。 能将复杂的分析转化为清晰的业务洞察。 积极主动、注重细节，具备持续学习能力。 加分条件 在用户建模、推荐、留存或增长分析（游戏、电商、金融等领域）有相关经验。 熟悉 LLM 高级微调方法（RAG、MCP、PEFT），应用于 NLP 或推荐系统。 了解分布式系统（Hadoop、Spark、Hive）。 #J-18808-Ljbffr

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