Uber - Sunnyvale, CA

posted 2 months ago

Full-time - Senior
Sunnyvale, CA
Transit and Ground Passenger Transportation

About the position

Delivery Marketplace is a central pillar to Uber's delivery products. As the central brain of the company, we are the decision makers that make moving from point A to point B possible for every order that Uber serves, from UberEats to new verticals such as Grocery. We handle all the logic from making the dispatch decisions, predicting how long a delivery might take, and estimating optimal pickup times for orders. We build products that directly impact Uber's top and bottom lines. As a Senior Staff Machine Learning Engineer, you will lead efforts within the team and the broader Delivery Marketplace organization to drive ideation, development, and productionization of optimization solutions with real-time and ML-based signals that solve strategically important problems. Some existing problem spaces that the team works on include using statistical/machine learning/forecasting models for demand and supply models, state-of-the-art prediction models for estimating food preparation times, batching quality, as well as time spent by couriers at restaurants picking up items. You will also develop objective functions that balance magical user experience and the economics of the business. This is a challenging yet rewarding job. You will have numerous opportunities to collaborate with product managers, data scientists, and engineers from other teams. You will guide and mentor a group of MLEs through the end-to-end development cycle from product ideation, model development, and productionization at scale. You will be in charge of solving Uber scale problems using the right techniques such as reinforcement learning, deep learning, and optimization methods.

Responsibilities

  • Lead the design, development, optimization, and productization of machine learning (ML) solutions and systems that are used to solve strategically important or vaguely defined problems.
  • Build ML solutions to improve Delivery marketplace efficiency while delivering magical user experience.
  • Lead ML engineers, providing technical leadership and vision for the team.

Requirements

  • PhD or equivalent experience in Computer Science, Engineering, Mathematics or a related field and 8 years of Software Engineering work experience.
  • Experience in programming with a language such as Python, C, C++, Java, or Go.
  • Experience with ML packages such as Tensorflow, PyTorch, JAX, and Scikit-Learn.
  • Experience with SQL and database systems such as Hive, Kafka, and Cassandra.
  • Experience in the development, training, productionization and monitoring of ML solutions at scale.

Nice-to-haves

  • Experience in a technical leadership role and mentoring junior engineers.
  • Experience in modern deep learning architectures and probabilistic models.
  • Experience in optimization (RL / Bayes / Bandits) and online learning.
  • Experience in causal inference/personalization/ranking.

Benefits

  • Eligible to participate in Uber's bonus program.
  • May be offered an equity award & other types of compensation.
  • Various benefits as detailed on Uber's careers benefits page.
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