Inactive
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HRL Laboratories

Cognitive systems R&D for human-machine collaboration

Causal Inference and Reasoning Summer Intern

AI & Machine Learning +1Posted on Aug 3, 2023
Internship · Summer 2023Calabasas, CA, USANo salary listed

About the Job

Requirements

  • Research experience developing and implementing causal inference and counterfactual reasoning, causal reinforcement learning, machine learning/reasoning, data mining algorithms and software tools
  • Experience developing innovative solutions based on the application of relevant research results from a wide variety of literature i.e. from theory to software
  • Able and willing to occasionally travel
  • U.S. citizenship or permanent resident status required

Responsibilities

  • Perform research and development in the fields of quantitative causal inference and counterfactual reasoning, causal reinforcement learning, and the intersection of causal inference and machine learning/reasoning (including computer vision, natural language processing). Process and gain insight from large amounts of multimodal relational data (e.g. time-series, text, images, graphs, spatio-temporal processes)
  • Additional job functions include solving customer problems, writing invention disclosures, publishing papers, briefing customers, and assisting in marketing HRL expertise

Desired Qualifications

  • Experience working on projects requiring group software development and version control is a plus
  • Experience in using machine learning tools and packages (e.g., Caffe, PyTorch, TensorFlow, Sklearn), COTS reinforcement learning simulators (e.g. OpenAI, PettingZoo, etc.), and distributed software (e.g. Ray, Python multi-processing) is a plus
  • Background in causal inference and one or more of the following areas: machine learning, machine reasoning, computer vision, network science/graph theory, text mining, statistics
  • Strong Python programming skills, proficiency with Unix-based systems, in addition to R, C/C++, Java, and/or Matlab

About the Company

HRL Laboratories

Cognitive systems R&D for human-machine collaboration

HRL Laboratories conducts research and development in cognitive systems and human–machine collaboration for defense and high-tech clients. It creates AI/ML-powered cognitive architectures and interfaces that help machines understand sensemaking and assist human memory, enabling more autonomous and scalable decision-making systems. Its solutions are built through project-based work for government agencies, defense contractors, and private sector partners, often involving patented technologies and collaborations with academia. The company differentiates itself with a focus on integrated cognitive architectures, memory enhancement techniques, and neurosynchrony, applying these to real-world applications in government and industry. Its goal is to improve how humans and machines interact to enhance cognitive performance and decision quality across complex, high-stakes environments.

Company size
501-1,000
Company stage
Grant
Total funding
$2M
Headquarters
Malibu, CA
Founded
1997

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