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New Mexico, the only US state taking the Cambridge Analytica case to trial, accused Meta of failing to protect Facebook user data in its opening statements (Mikella Schuettler/Associated Press)

Attorneys representing the state of New Mexico told jurors that targeted political ads, attempting to lower Democratic turnout during …

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Deep Learning and Transformers

Deep Learning and Transformers Artificial intelligence is often introduced with phrases like: “Neural networks imitate the human brain.” That analogy can be useful, but if you come from physics…

  • Neural networks are parameterized mathematical transformations, not brain imitations
  • Attention mechanism in Transformers acts as learned input-dependent interaction matrix
  • Gradient descent navigates immense parameter space during network training

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