高级机器学习工程师，运筹学
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Senior Machine Learning Engineer, Operations ResearchInstacart · United States - Remote
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- 雇主官方来源+15
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- 公司来源健康度+8
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职位描述
机器翻译我们正在改变食品杂货行业
在Instacart，我们邀请全世界通过食物分享爱，因为我们相信每个人都应该能够获得他们喜爱的食物，并有更多时间一起享用。别人看到的是简单的食品杂货配送需求，我们看到的是令人兴奋的复杂性和无限的机会，来服务我们社区多样化的需求。我们致力于提供一项客户依赖的必需服务，让他们获得食品杂货和家庭用品，同时也为Instacart Personal Shoppers提供安全灵活的赚钱机会。
Instacart已成为数百万人的生命线，我们正在组建团队，帮助推动我们的购物车前进。如果你准备好做你一生中最好的工作，来加入我们的餐桌吧。
Instacart是一个Flex First团队
对于如何最好地工作，没有一刀切的方法。我们的员工可以灵活选择在哪里最好地工作——无论是在家、办公室，还是你最喜欢的咖啡店——同时通过定期的线下活动保持联系并建立社区。了解更多关于我们灵活工作地点的方法。
概述：
我们正在寻找一位具有强大运筹学背景的资深机器学习工程师，加入Instacart物流组织内的服务可用性与路由团队。在这个角色中，你将在组合优化、数学规划和AI的交叉领域工作，解决履约领域的高影响力问题——包括订单批处理、购物者路由、服务可用性预测和实时分配。你将与工程、产品和数据科学紧密合作，交付直接影响Instacart盈利能力和购物者体验的大规模模型和算法。
物流与ML团队负责Instacart履约系统背后的智能和执行。该团队优化一个多边市场，以确保客户按时获得高质量订单，购物者获得高效且令人满足的工作，零售商和消费品牌获得合理的业务。该团队解决各种领域的难题，例如匹配、定价和地理空间，以及在具有动态数据的高吞吐量系统上执行的基础问题。
关于该职位：
• 设计、开发和部署机器学习解决方案，以应对市场中的实际挑战。
• 与产品经理、数据科学家和后端工程师紧密合作，深入理解业务需求并创建有影响力的ML应用。
• 积极与多元利益相关者互动，确保解决方案良好集成并与业务目标一致。
• 通过不断完善和推进我们的算法和模型，推动我们的运营效率达到极限。
任职要求
• 3年以上行业经验，使用机器学习解决大规模数据集中的现实问题
• 具备强大的Python编程技能，并熟练掌握数据处理（SQL、Pandas）和机器学习（scikit-learn、XGBoost、Keras/Tensorflow）工具
• 具备强大的分析能力和问题解决能力
• 是一位强大的沟通者，能够与各级多元利益相关者合作
• 运筹学或工业工程或密切相关领域的学位（硕士或博士）
• 了解深度学习框架和方法论
• 具有应用机器学习和优化技术解决市场问题的经验
#LI-Remote Instacart在我们员工工作的每个地点提供极具市场竞争力的薪酬和福利。该职位为远程职位，成功候选人的基本薪资范围取决于其长期工作地点。请在此处查看我们的Flex First远程工作政策。
录用条件可能因许多因素而异，例如候选人的经验和该职位所需的技能。此外，该职位有资格获得新员工股权授予以及年度更新授予。请在此处阅读更多关于我们福利的信息。
对于美国候选人，成功候选人的基本薪资范围如下。
CA、NY、CT、NJ $207,000 — $218,500 USD
WA $198,000 — $209,000 USD
OR、DE、ME、MA、MD、NH、RI、VT、DC、PA、VA、CO、TX、IL、HI $190,000 — $205,000 USD
所有其他州 $173,000 — $182,500 USD
以上内容由机器翻译自动生成，可能存在错误；投递前请以雇主原文为准。
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职位描述
We're transforming the grocery industry
At Instacart, we invite the world to share love through food because we believe everyone should have access to the food they love and more time to enjoy it together. Where others see a simple need for grocery delivery, we see exciting complexity and endless opportunity to serve the varied needs of our community. We work to deliver an essential service that customers rely on to get their groceries and household goods, while also offering safe and flexible earnings opportunities to Instacart Personal Shoppers.
Instacart has become a lifeline for millions of people, and we’re building the team to help push our shopping cart forward. If you’re ready to do the best work of your life, come join our table.
Instacart is a Flex First team
There’s no one-size fits all approach to how we do our best work. Our employees have the flexibility to choose where they do their best work—whether it’s from home, an office, or your favorite coffee shop—while staying connected and building community through regular in-person events. Learn more about our flexible approach to where we work.
Overview:
We are looking for a Senior Machine Learning Engineer with a strong Operations Research background to join the Service Availability & Routing team within Instacart's Logistics organization. In this role, you will work at the intersection of combinatorial optimization, mathematical programming, and AI to solve high-impact problems in the fulfillment space — including order batching, shopper routing, service availability prediction, and real-time assignment. You'll partner closely with engineering, product, and data science to ship models and algorithms that directly influence Instacart's profitability and shopper experience at scale.
The Logistics & ML group is responsible for the intelligence and execution behind Instacart’s fulfillment system. The team optimizes a multi-sided marketplace to ensure customers get their orders on-time and in high quality, shoppers get efficient and fulfilling work, and retailers and consumer brands get reasonable business. The team tackles hard problems in a variety of spaces, such as matching, pricing, and geospatial, as well as foundational problems executing on a high throughput system with dynamic data.
About the Job:
• Design, develop, and deploy machine learning solutions to tackle practical challenges in the marketplace.
• Collaborate closely with product managers, data scientists, and backend engineers to deeply understand business needs and create impactful ML applications.
• Actively engage with diverse stakeholders to ensure that solutions are well-integrated and aligned with business goals.
• Push the envelope on our operational efficiency by continually refining and advancing our algorithms and models.
任职要求
• 3+ years of industry experience using machine learning to solve real-world problems with large datasets
• Have strong programming skills in Python and fluency in data manipulation (SQL, Pandas) and Machine Learning (scikit-learn, XGBoost, Keras/Tensorflow) tools
• Have strong analytical skills and problem-solving ability
• Are a strong communicator who can collaborate with diverse stakeholders across all levels
• Graduate degree (masters or PhD) in Operations Research or Industrial Engineering or closely related field
• Knowledge of deep learning frameworks and methodologies
• Experience in applying machine learning and optimization techniques to solve marketplace problems
#LI-Remote Instacart provides highly market-competitive compensation and benefits in each location where our employees work. This role is remote and the base pay range for a successful candidate is dependent on their permanent work location. Please review our Flex First remote work policy here .
Offers may vary based on many factors, such as candidate experience and skills required for the role. Additionally, this role is eligible for a new hire equity grant as well as annual refresh grants. Please rea d more about our benefits offerings here .
For US based candidates, the base pay ranges for a successful candidate are listed below.
CA, NY, CT, NJ $207,000 — $218,500 USD
WA $198,000 — $209,000 USD
OR, DE, ME, MA, MD, NH, RI, VT, DC, PA, VA, CO, TX, IL, HI $190,000 — $205,000 USD
All other states $173,000 — $182,500 USD