Principal Reinforcement Learning Scientist (Follansbee)

Compensation

: $90,930.00 - $116,370.00 /year *

Employment Type

: Full-Time

Industry

: Scientific Research



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Job Description
-How do we apply reinforcement learning (RL) to decision making in an uncertain environment
-How can we create robust RL agents that automatically adapt in near-real time to new capabilities and scenarios
These are actual problems that the scientists and researchers in DEFI are working to solve every day.

As a scientist in DEFI, you will work in small to medium groups of researchers and engineers on projects that typically last 1-3 years. Working on different projects keeps things new and interesting, but the projects don't just stop when our research stops. DEFI is part of FAST LabsTM, which acts as the research and development core of Electronic Systems' five other business areas. Once we finish the research, we work to transition our programs to those business areas. Our tracking, fusion, and analytic algorithms go to the Command, Control, Communications, and Computers Intelligence, Surveillance, and Recognizance Systems (C4ISR)

False Systems2019-09-22T00:00:00Not Specified
Job Description
-How do we apply reinforcement learning (RL) to decision making in an uncertain environment
-How can we create robust RL agents that automatically adapt in near-real time to new capabilities and scenarios
These are actual problems that the scientists and researchers in DEFI are working to solve every day.

As a scientist in DEFI, you will work in small to medium groups of researchers and engineers on projects that typically last 1-3 years. Working on different projects keeps things new and interesting, but the projects don't just stop when our research stops. DEFI is part of FAST LabsTM, which acts as the research and development core of Electronic Systems' five other business areas. Once we finish the research, we work to transition our programs to those business areas. Our tracking, fusion, and analytic algorithms go to the Command, Control, Communications, and Computers Intelligence, Surveillance, and Recognizance Systems (C4ISR)business area to improve their products that are used by military and intelligence analysts every day. Or they may go to the Electronic Combat Solutions (ECS) business area to add capability to their electronic warfare systems installed on aircraft like the F-35 or B-2. By sitting at the heart of BAE Systems' R&D organization, our research has a direct path through the greater company to enhance the capabilities of American soldiers.

A game-theory-centric scientist at the principal level is expected to lead small to medium teams in the design, development, execution, and implementation of novel, state-of-the-art algorithms and solutions to complex problems. Technical writing is important, as you will be expected to author conference papers, journal articles, and/or invention disclosures. A principal scientist supports business development by contributing to idea generation, proposals, and/or white papers, and is expected to maintain existing customer relationships and build newones.

Typical Education & Experience
Typically a Bachelor's Degree and 6 years work experience or equivalent experience

Required Skills and Education
We are looking for scientists with foundations skills in one or more of the following who are interested in learning more:
  • Probabilistic Models, Markov decision processes, finite state machines
  • Monte Carlo and bootstrapping methods
  • Dynamic Programming (Bellman equation)
  • Q-learning methods in particular Deep Q-Networks (DQN)
  • Policy gradient RL methods like Actor-Critic and Asynchronous Advantage Actor-Critic
All of this is typically prototyped in a high level language like MATLAB or Python (e.g. Tensorflow or PyTorch), and our scientists frequently present our algorithms and results to customers and at conferences.


Preferred Skills and Education
  • Bachelor's Degree with 6+ year of professional researchexperience, or
  • Master's Degree with 4+ years of professional research experience, or
  • Doctorate with 2+ years of professional research experience


About BAE Systems Electronic Systems
BAE Systems Electronic Systems is the global innovator behind game-changing defense and commercial electronics. Exploiting every electron, we push the limits of what is possible, giving our customers the edge and our employees opportunities to change the world. Our products and capabilities can be found everywhere - from the depths of the ocean to the far reaches of space. At our core are more than 14,000 highly talented Electronic Systems employees with the brightest minds in the industry, we make an impact - for our customers and the communities we serve.BAE1US52869BREXTERNALFull-TimeNot Specified and Information Research ScientistsNoneEngineeringJob Description -How do we apply reinforcement learning (RL) to decision making in an uncertain environment -How can we create robust RL agents that a...Principal Reinforcement Learning ScientistNot Specified

ones.

Typical Education & Experience
Typically a Bachelor's Degree and 6 years work experience or equivalent experience

Required Skills and Education
We are looking for scientists with foundations skills in one or more of the following who are interested in learning more:
  • Probabilistic Models, Markov decision processes, finite state machines
  • Monte Carlo and bootstrapping methods
  • Dynamic Programming (Bellman equation)
  • Q-learning methods in particular Deep Q-Networks (DQN)
  • Policy gradient RL methods like Actor-Critic and Asynchronous Advantage Actor-Critic
All of this is typically prototyped in a high level language like MATLAB or Python (e.g. Tensorflow or PyTorch), and our scientists frequently present our algorithms and results to customers and at conferences.


Preferred Skills and Education
  • Bachelor's Degree with 6+ year of professional research experience, or
  • Master's Degree with 4+ years of professional research experience, or
  • Doctorate with 2+ years of professional research experience


About BAE Systems Electronic Systems
BAE Systems Electronic Systems is the global innovator behind game-changing defense and commercial electronics. Exploiting every electron, we push the limits of what is possible, giving our customers the edge and our employees opportunities to change the world. Our products and capabilities can be found everywhere - from the depths of the ocean to the far reaches of space. At our core are more than 14,000 highly talented Electronic Systems employees with the brightest minds in the industry, we make an impact - for our customers and the communities we serve.

BAE Systems 2019-09-22T00:00:00


Associated topics: bsee, circuit, diagram, dsp, image processing, kv, power, solar, stationary engineer, wiring * The salary listed in the header is an estimate based on salary data for similar jobs in the same area. Salary or compensation data found in the job description is accurate.

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