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Deep Science Initiative

About Deep Learning

Through deep learning, we address critical national and global issues by applying scientific and mathematical techniques in artificial intelligence to data. Our researchers develop and apply novel, interpretable, and scalable machine learning algorithms across PNNL's diverse science and security missions such as, power systems, cyber security, computational chemistry, high energy physics, biological systems, social media analytics, materials science, etc.

Key Capabilities

  • Adversarial machine learning and artificial intelligence safety
  • Deep learning ranging supervised learning, to deep reinforcement learning, to generative adversarial networks.
  • Mathematics of machine learning
  • Low power deep learning
  • Explainable and interpretable deep learning
  • Extreme scale machine learning including fault tolerant and communication reducing algorithms.

Deep Learning