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Unit 8: Convolutional and Deep Neural Networks

Convolutional and deep neural network have had trememndous success in machine learning, particularly for image and text problems. In this unit, we provide a very brief introduction to these networks.

• Demo 8.1: 2D convolutions and convolutional layers in keras
• Demo 8.2: Creating an image set using the Flickr API
• Demo 8.3: Exploring the deep VGG16 network
• Lab 8: Transfer learning with a pre-trained network (GPU optional)
• Homework 8 [pdf] [Latex]