The convolution operation is a core part of the Theano code base. Several variants of the basic convolution operation exist, and more are always being introduced through research papers. Adding new types of convolution operations built-in to Theano will minimise coding coding effort and increase efficiency.

The new features to be added are :

  1. Grouped Convolutions
  2. Locally connected (unshared) Convolutions
  3. Dilated Causal Convolutions
  4. Circular Padding for Convolution

In addition to these, the 'meta-optimizer' will be finished.

Student

Vikram Nitin

Mentors

  • Frédéric Bastien
  • Arnaud Bergeron
  • Gijs van Tulder
  • Pascal Lamblin
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2017