Convolutional neural networks: Reference

Key Points

Artificial neural networks
  • Neural networks have been around for a while.

  • They’ve more recently become very useful.

  • The main learning mechanism in neural networks is back-propagation and gradient descent.

Keras
  • Building neural networks with Keras is straightforward

  • We need to use training, validation, testing datasets to avoid over-fitting

Deep CNNs
  • Some additional tricks can improve your networks

  • Visualizing what your network does can help interpret the results

Wrap up
  • A summary of everything so far

FIXME: more reference material.