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Data Scientist, Reinforcement Learning at ExxonMobil Pipeline Company - ApplyBlast

Data Scientist, Reinforcement Learning

ExxonMobil Pipeline Company

5 months ago

Remote

Full Time

Senior

0 applicants

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About this role

Pioneer the application of reinforcement learning (RL) and sequential decision-making to high-impact challenges across ExxonMobil's upstream, downstream, and commercial operations.

Responsibilities

Design, develop, and deploy reinforcement learning solutions for real-world energy applications such as production optimization, process control, supply chain scheduling, drilling optimization, and resource allocation.
Formulate sequential decision problems by defining state spaces, action spaces, reward structures, transition dynamics, and operational constraints with domain experts.
Develop RL agents using model-free methods (e.g., PPO, SAC, TD3, DQN where appropriate) and model-based approaches, selecting methods based on problem requirements, safety, and data availability.
Build and use simulation environments and digital twins for offline training, policy evaluation, and validation before real-world deployment.
Apply safe and constrained RL techniques to ensure agents operate within operational and safety limits.