Coupang China
上海 ·电子商务 ·100-499人
Manager, ML Engineer
55-70K·14薪
上海
10年以上
本科
全职
职位描述
This role is part of the SCM Automation team at Coupang. As an ML Engineer Lead, you will be at the forefront of developing and implementing machine learning models and pipelines that drive supply chain efficiencies and innovation. The ML Engineer Lead is essential for building robust, scalable ML forecasting models and pipelines and ensuring their integration with SCM products to optimize inventory and supply chain processes end-to-end.
Responsibility:
1. Lead the design and development of ML models engineering and pipelines for SCM-related products focusing on demand forecasting for inventory optimization, and supply chain resilience.
2. Design/Implement/Oversee the ML lifecycle, including data preprocessing, model training, evaluation, deployment, and monitoring.
3. Collaborate with product managers to translate business requirements into scalable ML solutions.
4. Implement best practices for data management and model versioning to ensure reproducibility and compliance.
5. Mentor and lead a team of ML engineers and data scientists, fostering a culture of innovation and continuous learning.
6. Advocate for and apply advanced ML techniques and algorithms to forecast millions of products having complex demand patterns.
7. Engage with stakeholders to demonstrate the business value of ML initiatives and gather feedback for continuous improvement.
8. Stay abreast of the latest developments in ML and supply chain technologies to keep Coupang's SCM products at the cutting edge.
9. Ensure the stability and performance of ML models in production, addressing any issues promptly and efficiently.
What are the 5 things we need this person MUST do/have?
1. Proven expertise in developing and deploying ML forecasting models in a production environment, forecasting related domain experience is preferred.
2. Strong proficiency with ML frameworks, tools, and languages such as Python, R, Java, TensorFlow, and PyTorch with demonstrated experience in distributed training of models to handle large-scale datasets
3. Strong experience with Big Data ecosystem (Spark, Hive, HBase) and familiar with SQL and NoSQL (Redis/MongoDB)
4. Excellent problem-solving skills with the ability to simplify complex concepts for a broad audience.
5. Experience in leading ML projects and teams, with a track record of delivering impactful ML solutions.
Essential Qualifications
• Minimum bachelor's degree in Computer Science, Engineering, or related field. A Master's or Ph.D. in Machine Learning, Data Science, or a related technical field is preferred.
• 8-12 years of experience in machine learning engineering, with significant expertise in SCM or related fields.
Hiring maybe restricted in case the legal qualifications required for hiring and work performance are not met.
Your personal information will be collected and managed by Coupang as stated in the Application Privacy Notice located below.
https://privacy.coupang.com/en/land/jobs/
Responsibility:
1. Lead the design and development of ML models engineering and pipelines for SCM-related products focusing on demand forecasting for inventory optimization, and supply chain resilience.
2. Design/Implement/Oversee the ML lifecycle, including data preprocessing, model training, evaluation, deployment, and monitoring.
3. Collaborate with product managers to translate business requirements into scalable ML solutions.
4. Implement best practices for data management and model versioning to ensure reproducibility and compliance.
5. Mentor and lead a team of ML engineers and data scientists, fostering a culture of innovation and continuous learning.
6. Advocate for and apply advanced ML techniques and algorithms to forecast millions of products having complex demand patterns.
7. Engage with stakeholders to demonstrate the business value of ML initiatives and gather feedback for continuous improvement.
8. Stay abreast of the latest developments in ML and supply chain technologies to keep Coupang's SCM products at the cutting edge.
9. Ensure the stability and performance of ML models in production, addressing any issues promptly and efficiently.
What are the 5 things we need this person MUST do/have?
1. Proven expertise in developing and deploying ML forecasting models in a production environment, forecasting related domain experience is preferred.
2. Strong proficiency with ML frameworks, tools, and languages such as Python, R, Java, TensorFlow, and PyTorch with demonstrated experience in distributed training of models to handle large-scale datasets
3. Strong experience with Big Data ecosystem (Spark, Hive, HBase) and familiar with SQL and NoSQL (Redis/MongoDB)
4. Excellent problem-solving skills with the ability to simplify complex concepts for a broad audience.
5. Experience in leading ML projects and teams, with a track record of delivering impactful ML solutions.
Essential Qualifications
• Minimum bachelor's degree in Computer Science, Engineering, or related field. A Master's or Ph.D. in Machine Learning, Data Science, or a related technical field is preferred.
• 8-12 years of experience in machine learning engineering, with significant expertise in SCM or related fields.
Hiring maybe restricted in case the legal qualifications required for hiring and work performance are not met.
Your personal information will be collected and managed by Coupang as stated in the Application Privacy Notice located below.
https://privacy.coupang.com/en/land/jobs/
公司介绍
Coupang作为纽交所上市公司(代码CPNG)，为顾客提供最优价格和丰富的产品选择，并提供便捷和个性化的购物体验。作为全球企业，我们的办公室分布在上海、北京、深圳、香港、台北、新加坡、首尔、硅谷、西雅图、班加罗尔等地，截止2021年12月31日，共有约超过60,000名员工(直接和间接雇佣)。Coupang目前是韩国最大的在线零售商(包含自营和第三方平台)。
2010年Coupang在美国注册成立，主营团购业务
2018年 收入额总计约40亿美元，比2017年增长约67%
2020年 我们的收入额增长超过90%，达到约120亿美元
2021年 在纽交所上市，成为美股历史上第五大科技类IPO。 2021年，我们的年收入同比增长约54%，超过180亿美元。
2022年10月，Coupang在台湾推出Rocket Delivery服务，包括Rocket Delivery和Rocket Overseas。
2023年第三季度，Coupang宣布将在“印度硅谷”班加罗尔设立新的尖端技术中心。
我们正在打造商业的未来
我们的创新
我们的Coupang Pay一键付款服务为顾客提供便捷的付款解决方案。Dawn Delivery次晨达方便顾客在午夜前订购数百万种Rocket 产品，并在次晨7点前收到。Rocket Fresh在顾客订购后的几小时内就将新鲜的有机食品送达。
文化和福利
• 开放环境：扁平组织、开放氛围
• 休闲空间：办公室休闲空间可供自由地办公、讨论和放松
• 弹性工作制：时间灵活，无需打卡，结果导向
• 国际化氛围：中/韩/美汇集全球顶尖人才，畅享合作交流
• 节日福利&团队活动：派对、团建和多样的员工俱乐部
• 学习发展：免费外语课程、在线技术资源、专业技能分享
作为一家全球化公司，我们的办公室遍布北京、洛杉矶、西雅图、首尔、新加坡、上海、硅谷、台北、香港、深圳、班加罗尔。截止2021年底，中国有近700名员工，并持续增长。 我们专注研发，设计创新的技术解决方案，推动各方面业务的快速发展(包括前端页面、搜索与发现、 供应链等)。我们的团队有工程师、数据科学家、产品经理等，并持续热招中。我们挑战平凡、 积极主动、快速成长。加入我们，成就未来。
2010年Coupang在美国注册成立，主营团购业务
2018年 收入额总计约40亿美元，比2017年增长约67%
2020年 我们的收入额增长超过90%，达到约120亿美元
2021年 在纽交所上市，成为美股历史上第五大科技类IPO。 2021年，我们的年收入同比增长约54%，超过180亿美元。
2022年10月，Coupang在台湾推出Rocket Delivery服务，包括Rocket Delivery和Rocket Overseas。
2023年第三季度，Coupang宣布将在“印度硅谷”班加罗尔设立新的尖端技术中心。
我们正在打造商业的未来
我们的创新
我们的Coupang Pay一键付款服务为顾客提供便捷的付款解决方案。Dawn Delivery次晨达方便顾客在午夜前订购数百万种Rocket 产品，并在次晨7点前收到。Rocket Fresh在顾客订购后的几小时内就将新鲜的有机食品送达。
文化和福利
• 开放环境：扁平组织、开放氛围
• 休闲空间：办公室休闲空间可供自由地办公、讨论和放松
• 弹性工作制：时间灵活，无需打卡，结果导向
• 国际化氛围：中/韩/美汇集全球顶尖人才，畅享合作交流
• 节日福利&团队活动：派对、团建和多样的员工俱乐部
• 学习发展：免费外语课程、在线技术资源、专业技能分享
作为一家全球化公司，我们的办公室遍布北京、洛杉矶、西雅图、首尔、新加坡、上海、硅谷、台北、香港、深圳、班加罗尔。截止2021年底，中国有近700名员工，并持续增长。 我们专注研发，设计创新的技术解决方案，推动各方面业务的快速发展(包括前端页面、搜索与发现、 供应链等)。我们的团队有工程师、数据科学家、产品经理等，并持续热招中。我们挑战平凡、 积极主动、快速成长。加入我们，成就未来。
上海浦东新区长泰广场C座7f
校园宣讲会
延边大学
二食堂三楼318室(创新创业实验室)
武汉大学
就业中心第二报告厅
大连理工大学
材料馆307
西安交通大学
电信学院西一楼第一会议室
西安电子科技大学
G516
面试经验
