字节跳动AML-机器学习系统研发工程师
任职要求
1、有C/C++/Python/Cuda开发经验,熟练使用Linux 系统/ GDB /Nsight等工具,ACM/ICPC/Codeforces等获奖者优先; 2、能够从产品思维、机器性能和稳定性、团队协作等多种视角,高标准要求自己的技术方案和每一行代码; 3、对如下一个或多个领域有经验,或者无经验但有浓厚的兴趣(须额外付出自己的时间进行深入研究和探索): a. 大模型系统:基础模型的分布式训练(Scaling Laws)、高效微调(Lora/P-Tuning/RLHF)、推理引擎和优化(并行策…
工作职责
AML是字节跳动公司的机器学习中台,为抖音/今日头条/西瓜视频等业务提供推荐/广告/CV/语音/NLP的训练和推理系统。为公司内业务部门提供强大的机器学习算力,并在这些业务的问题上研究一些具有通用性和创新性的算法。同时,也通过火山引擎将一些机器学习/推荐系统的核心能力提供给外部企业客户。此外,AML还在AI for Science,科学计算等领域做一些前沿研究。 1、负责火山引擎机器学习训练和推理框架的研发和性能优化,支撑火山引擎机器学习平台和方舟大模型平台的相关需求和架构迭代; 2、负责解决系统高并发、高可靠性、高可扩展性等技术难关; 3、覆盖机器学习系统多个子方向领域的工作,包括:资源调度、任务编排、模型训练、模型推理、模型管理、数据集管理、工作流编排、ML for System等; 4、负责机器学习系统前瞻技术的调研和引入,比如:最新硬件架构、异构计算系统、GPU 优化技术的引入落地; 5、研究基于机器学习方法,实现对集群/服务资源使用情况的分析和优化。
- Lead the development and execution/develop of the company’s Enterprise Risk Management (ERM) strategy, ensuring it is aligned with the overall business strategy and risk appetite, in accordance with business conditions, the regulatory environment, and industry trends. - Develop and maintain a comprehensive ERM framework, including risk identification, assessment, mitigation, and monitoring processes. - Collaborate with the Executive Team and department heads to integrate risk management practices across all functions and business units. Collaborate to ensure the effective execution of risk controls and advise on risk reduction opportunities & best practices for risk management. - Provide thought leadership and guidance on emerging risks, including operational, strategic, compliance, and reputation - Oversee the development and testing of business continuity plans and disaster recovery procedures to ensure organizational resilience in the event of disruptions, and oversee the management of crisis situations, ensuring that risk mitigation measures are implemented swiftly and effectively. - Foster a risk-aware culture across the organization by ensuring effective communication of risk management policies, guidelines, and procedures.
We are actively seeking a seasoned Payment Sanctions Compliance and Governance Specialist to join our AIDC Group Compliance team. The successful candidate will play a pivotal role in devising, overseeing, and ensuring the seamless implementation of our Group-wide Sanctions program across our licensed entities, with a particular emphasis on the SEA and LATAM regions. Additionally, this role will encompass the formulation and execution of governance framework, including management oversight and management information reporting. Primary Responsibilities: • Formulate and implement Group-wide Payment Sanctions policies and controls in accordance with regulatory requirements, industry best practices, and business needs, ensuring effective deployment across all operational locations; • Develop and implement the Group framework for Name Screening tuning, calibration and optimization; • Conduct regular reviews and validations to ensure the adequacy, effectiveness, and efficiency of name screening systems; • Offer advisory support and coordination on Group Sanctions-related policies, including consultation and feedback; • Deliver training on Sanctions policies, procedures, and guidelines to enhance awareness; • Provide expert advisory to local MLROs, business units, and functions regarding sanctions-related matters, including policy interpretation and application; • Conduct thorough analyses of sanctions-related issues, manage escalated sanctions alerts and transactions, and ensure timely review of all sanctions-related escalations; • Establish and uphold the governance framework across the AML compliance team, including key AML and Sanctions governance forums/committees and Management Information reporting; • Proactively monitor developments in the market, industry or regulatory landscapes and engage relevant stakeholders concerning on the impact to the Sanctions program; • Facilitate with internal and external auditors and regulators relating to Sanctions audits/examinations or ad hoc projects for management reporting.
- Perform holistic EDD assessments, with a primary focus on event-driven reviews. - Conduct screening and background checks on customers, related parties and counterparties to identify potential risks, including sanctions exposure and adverse media. - Analyse triggers for event-driven reviews and formulate well-structured Requests for Information questions to gather relevant information from customers. - Assess money laundering, terrorism financing and sanctions risk across customer profiles and transactions and provide well-reasoned recommendations on account management strategies. - Conduct investigations into high-risk customer profiles, suspicious transactions and unusual activities. - Prepare and submit STRs to STRO, ensuring compliance with regulatory reporting obligations and adherence to submission timelines. - Prepare insightful Management Information System reports for internal and regulatory reporting, including periodic updates to the Singapore AML team. - Proactively identify opportunities to enhance and optimise the design of EDD rules, processes and frameworks to align with evolving business needs and regulatory expectations. - Provide expert AML/CFT advisory support to business units as required. - Collaborate closely within AML team and other departments within the Bank. - Stay abreast of the latest regulatory developments in AML/CFT and ensure our processes align with industry-leading practices and regulatory guidelines. - Proactively prepare for and navigate regulatory audits to ensure the frameworks and processes remain compliant. - Support the AML team and Team Lead in executing key AML/ CFT initiatives/projects and other ad-hoc compliance matters as required.
1. Alert Clearance & Investigation o Conduct thorough analysis and resolution of name screening alerts (PEPs, Sanctions, Adverse Media) and Google screening alerts to mitigate risks and ensure regulatory compliance. o Document decisions and maintain audit-ready records. 2. Subject Matter Expertise o Serve as the SME for PEP, Sanction, and Adverse Media screening processes, staying updated on emerging risks and regulatory changes. 3. AML System Support o Investigate and resolve technical issues within AML systems, collaborating with AML tech team for bug fixes and enhancements. 4. Project Execution o Contribute and follow up AML initiatives including system upgrades, calibration of screening parameters, and regulatory remediation projects. 5. Training & Mentorship o Train and mentor junior staff on alert handling, due diligence, and AML best practices. 6. Ad-Hoc Tasks o Address urgent compliance requests, deep-dive investigations, and regulatory reporting as needed. 7. Risk Mitigation o Identify systemic issues in screening processes and propose corrective actions.