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Open nowPosted 34 days ago

机器学习/检测算法工程师 - 安全与风控

ByteDance19,260 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now机器学习/检测算法工程师 - 安全与风控ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.3% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 27 days.

Share of postings closed within
  1. 2.0%1 day
  2. 4.3%3 days
  3. 11.3%7 days
  4. 17.5%14 days
  5. 34.2%30 days
  6. 43.5%60 days
This job: posted 34 days ago

ByteDance median: 27 days open

The posting

团队介绍:我们通过部署先进的安全系统、推行标准化操作流程,构建基于零信任的安全防护体系,提升字节跳动全球办公环境的整体安全态势。我们坚持以主动预防为核心,同时构建敏捷高效的安全响应能力,为全球办公环境提供持续、可靠的安全保障。

1、参与内部威胁、数据泄露、权限滥用和异常访问等风险场景的分析与检测; 2、使用Python、SQL对员工行为、设备、权限和资源访问日志进行数据清洗、探索分析和特征构建; 3、在导师指导下,参与分类、聚类、异常检测、时序建模等算法的开发与实验,协助处理标签稀缺、类别不平衡、高维稀疏数据和模型误报等问题; 4、参与模型与检测规则的效果评估,分析误报、漏报及模型失效原因; 5、探索图模型、大语言模型等技术在风险检测、告警研判和证据解释中的应用; 6、配合算法及工程团队,将实验方案转化为可复现、可维护的代码,并参与生产落地。

1、2027届获得本科及以上学历,计算机、人工智能、数据科学、统计学、信息安全或相关专业; 2、熟练使用Python,掌握常用数据处理与机器学习工具,如Pandas、NumPy、Scikit-learn、PyTorch等; 3、掌握SQL,能够独立完成数据提取、清洗和基础分析; 4、理解常见机器学习方法,对分类、聚类、异常检测或时序建模中的至少一个方向有实践经验; 5、具备基本的概率统计知识,能够合理设计实验并分析结果; 6、具备良好的问题拆解、代码实现和学习能力,能够主动推进任务,对安全、风控、反欺诈、反作弊、信任与安全或异常检测方向感兴趣。

加分项: 1、有机器学习、数据挖掘、异常检测、时序分析、图学习或大语言模型相关项目经验; 2、有安全、风控、反欺诈、反作弊或数据分析相关实习、科研或竞赛经历; 3、使用过真实业务数据,处理过样本不平衡、标签稀缺或高误报问题; 4、有开源项目、技术博客、论文或高质量竞赛成果; 5、具备良好的工程习惯,熟悉Git、Linux和基本的软件开发流程。

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