L09 – Neural Networks

Contents

  • Linear Softmax classifier
  • Activation and loss functions
  • Gradient Descent
  • Neural Network architecture

Recommended reading

Mining of Massive Datasets

Deep Learning

Convolutional Neural Networks for Visual Recognition (online resource)

If you need to refresh your knowledge in linear algebra, a good overview can be found in the Deep Learning book chapter 2.

Lecture slides

Available for download here.

Recording

Is available here.

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