Bot Auto

Transportation

SeniorML/RLEngineer,BehaviorPlanning

Houston, Texas, United States
The Brief

“Senior ML/RL Engineer, Behavior Planning at Bot Auto. Skills: Reinforcement Learning, Behavior Planning, Machine Learning. Develop and train diverse, conditioned policies. Simulate realistic driving behaviors”

What You'll Achieve.

Bridge gap between simulation and real world; Develop scalable policy framework; Navigate highways with superhuman safety and precision

Industry & Context.

Transportation
Problems you'll solve

Solve fundamental challenges in RL training; Variance management; Distribution shift

What They're Looking For.

Must Have

MS or PhD in Computer Science, Robotics, or a related quantitative field, Reward understanding of modern deep learning architectures and optimization techniques, Ability to diagnose and solve fundamental challenges in RL training, such as variance management and distribution shift

Nice to Have

Experience with constrained optimization or safety-critical learning frameworks, Background in MARL training stability, including self-play and decentralized execution strategies, Familiarity with vehicle dynamics and behavior planning, particularly for long-haul highway environments

What You'll Do.

Develop and train diverse

Simulate realistic driving behaviors

Lead research and implementation of advanced RL algorithms

Ensure safety metrics are primary constraints

How You'll Work.

Team & Collaboration

Work at the intersection of MARL and safety-critical system design

Free ATS check

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