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The mission of the Surge team is to maintain overall marketplace reliability by balancing supply/demand in real-time through dynamic pricing. We build scalable real-time systems to understand the state of the market, forecast future demand, make predictions using ML models, solve network optimization programs, and eventually make pricing decisions for each rider session.
Job Responsibility:
Work with a mixed team of Engineers, Operations Researchers, and Economists to build large-scale pricing optimization systems to set prices based on real-time marketplace conditions for Uber’s rides products globally
Build and train machine learning models
Initiate new areas where machine learning models can make a large impact
Requirements:
PhD in relevant fields (CS, EE, Math, Stats, etc.) with a focus on Machine Learning
4+ years of experience in an ML role with an emphasis on data and experiment driven model development
Expertise in deep learning and optimization algorithms
Experience with ML frameworks such as PyTorch and TensorFlow
Experience building and productionizing innovative end-to-end Machine Learning systems
Proficiency in one or more coding languages such as Python, Java, Go, or C++
Strong communication skills and can work effectively with cross-functional partners
Strong sense of ownership and tenacity toward hard machine-learning projects
Nice to have:
Experience in serving and monitoring online training systems such as real time recommendation systems
Experience designing and implementing novel metrics for performance evaluation
Experience handling time series data and time series forecasting (experience handling spatial temporal data is plus)
Deep understanding of models such as VAE (Variational Auto Encoder), SSM (State space model), and Normalizing Flow
Experience in inference optimization and monitoring model performance efficiency and being able to identify bottlenecks
Proven track record in conducting experiments and tracking models in high-complexity environments
What we offer:
Eligible to participate in Uber's bonus program
May be offered an equity award & other types of comp
All full-time employees are eligible to participate in a 401(k) plan