introml

Online class

Unit 10. Convolutional and Deep Neural Networks

Slides: [pdf] [Powerpoint]

• Why Deep Neural Networks?: [YouTube] [DB Video] (17 minutes)
• Convolutions in 2D: [YouTube] [DB Video] (18 minutes)
  • Exercise 1 in convolution demo
• CNN Structure: [YouTube] [DB Video] (11 minutes)
• Convolutional Layers in Tensorflow: [YouTube] [DB Video] (16 minutes)
  • Exercise 2 in convolution demo
• Training CNNs: [YouTube] [DB Video] (18 minutes)
• Transfer Learning from Famous Networks: [YouTube] [DB Video] (23 minutes)
  • In-Class exercise in pre-trained demo