Browsing by Subject "Learning theory"

Now showing items 1-2 of 2

    • Generalization in deep learning : bilateral synergies in MLP learning 

      Theunissen, Marthinus Wilhelmus (North-West University (South Africa)., 2021)
      We present an investigation of how simple artificial neural networks (specifcally, feed-forward networks with full connections between each successive pair of layers) generalize to out-of-sample data. By emphasizing the ...

    • Insights regarding overfitting on noise in deep learning 

      Theunissen, Marthinus W.; Davel, Marelie H.; Barnard, Etienne (In Proc. South African Forum for Artificial Intelligence Research (FAIR2019), 2019-12)
      The understanding of generalization in machine learning is in a state of flux. This is partly due to the relatively recent revelation that deep learning models are able to completely memorize training data and still perform ...