Course Title : Deep Learning Basics

Instructor : Sanasam Ranbir Singh
Teaching Assistant: Th. Jennil Singh

Week 2: Convolutinal Neural Network and Encoder Decoder Model

Reference Books:

  1. Deep Learning, Ian Goodfellow and Yoshua Bengio and Aaron Courville Click

Lessons

  1. Introduction to Convolutinal Neural Network( slide )
  2. CNN as Sparsedly Connected MLP( slide )
  3. CNN Backpropagation( slide )
  4. Encoder Decoder Model( slide )

Live Session

  1. 1D, 2D, 3D Convolution
  2. Up-pooling and Upsampling

Sample Programs

  1. Image Classification with CNN ( slide )