Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution JUDEA PEARL

@inproceedings{Pearl2018TheoreticalIT,
  title={Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution JUDEA PEARL},
  author={Judea Pearl},
  year={2018}
}
Current machine learning systems operate, almost exclusively, in a statistical, or model-free mode, which entails severe theoretical limits on their power and performance. Such systems cannot reason about interventions and retrospection and, therefore, cannot serve as the basis for strong AI. To achieve human level intelligence, learning machines need the… CONTINUE READING